0). Preamble: Loading Packages and Data; Data Preperation

a). Load Packages

library(tidyverse)
library(ggplot2)
library(ggcorrplot)
library(knitr)   # contains kable() function
library(partykit)
## Warning: package 'partykit' was built under R version 4.0.4
## Warning: package 'libcoin' was built under R version 4.0.4
library(caret)
library(rpart)
library(randomForest)
## Warning: package 'randomForest' was built under R version 4.0.4
library(pROC)
library(leaps)
library(glmnet)
library(gbm)
## Warning: package 'gbm' was built under R version 4.0.4
set.seed(95791)

b). Import and Initial Data Prep

Be sure to set working directory to source file location

#bring in housing data
housing <- read.csv(file = "AmesHousing.csv", header = TRUE)

c). Preparing Dataset for Analysis

i). Removing NA values from dataset

# #BSMT Numeric--This may need to be addressed differently. You can have a basement without a bathroom, and zero values already exist.
# Bsmt.Full.Bath
# Bsmt.Half.Bath
#Garage.Yr.Blt data is a Year value may need to be adjusted.
#Mas.Vnr.Area

if (sum(is.na(housing)) >0) {
  
  DNE.Cols = c(74,75,76,32,33,34,35,37,8,59,65,66,62,60,29,30)
  zero.Cols = c(3, 5, 49,50,61,63,64,28)
  zero.Cols.alt = c(36,38,39,40) #These are all from one record (1342). Maybe just omit the record?
  catchall.cols = seq(1, 82, by=1)
  
  for (i in DNE.Cols){
    housing[[i]][is.na(housing[[i]]) | housing[[i]] == ""] = "DNE" # These are stored as "", not NA, so it's not picking them up
  }
  
  for (i in zero.Cols){
    housing[[i]][is.na(housing[[i]])] = 0
  }
  
  for (i in zero.Cols.alt){
    housing[[i]][is.na(housing[[i]])] = 0
  }
   
  # for (i in catchall.cols){
  #   housing[[i]][housing[[i]]==""] <- NA
  # }
  # 
  # for (i in catchall.cols){
  #   housing[[i]][is.na(housing[[i]])] = 0
  # }
  #Verify NAs are removed
  sum(is.na(housing))
}
## [1] 0

ii). Verify absences of NA values

sum(is.na(housing))
## [1] 0
#Show columns that have at least one NA
housing[, colSums(is.na(housing)) > 0]
## data frame with 0 columns and 2930 rows
#Show rows that have at least one NA
housing[rowSums(is.na(housing)) > 0,]
##  [1] ï..Order        PID             MS.SubClass     MS.Zoning      
##  [5] Lot.Frontage    Lot.Area        Street          Alley          
##  [9] Lot.Shape       Land.Contour    Utilities       Lot.Config     
## [13] Land.Slope      Neighborhood    Condition.1     Condition.2    
## [17] Bldg.Type       House.Style     Overall.Qual    Overall.Cond   
## [21] Year.Built      Year.Remod.Add  Roof.Style      Roof.Matl      
## [25] Exterior.1st    Exterior.2nd    Mas.Vnr.Type    Mas.Vnr.Area   
## [29] Exter.Qual      Exter.Cond      Foundation      Bsmt.Qual      
## [33] Bsmt.Cond       Bsmt.Exposure   BsmtFin.Type.1  BsmtFin.SF.1   
## [37] BsmtFin.Type.2  BsmtFin.SF.2    Bsmt.Unf.SF     Total.Bsmt.SF  
## [41] Heating         Heating.QC      Central.Air     Electrical     
## [45] X1st.Flr.SF     X2nd.Flr.SF     Low.Qual.Fin.SF Gr.Liv.Area    
## [49] Bsmt.Full.Bath  Bsmt.Half.Bath  Full.Bath       Half.Bath      
## [53] Bedroom.AbvGr   Kitchen.AbvGr   Kitchen.Qual    TotRms.AbvGrd  
## [57] Functional      Fireplaces      Fireplace.Qu    Garage.Type    
## [61] Garage.Yr.Blt   Garage.Finish   Garage.Cars     Garage.Area    
## [65] Garage.Qual     Garage.Cond     Paved.Drive     Wood.Deck.SF   
## [69] Open.Porch.SF   Enclosed.Porch  X3Ssn.Porch     Screen.Porch   
## [73] Pool.Area       Pool.QC         Fence           Misc.Feature   
## [77] Misc.Val        Mo.Sold         Yr.Sold         Sale.Type      
## [81] Sale.Condition  SalePrice      
## <0 rows> (or 0-length row.names)

iii). Factors reorder

housing.factors <- housing

housing.factors$Exter.Cond <- factor(housing.factors$Exter.Cond, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Exter.Qual <- factor(housing.factors$Exter.Qual, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex')) 
housing.factors$Bsmt.Qual <- factor(housing.factors$Bsmt.Qual, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Bsmt.Cond <- factor(housing.factors$Bsmt.Cond, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Kitchen.Qual <- factor(housing.factors$Kitchen.Qual, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Fireplace.Qu <- factor(housing.factors$Fireplace.Qu, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Garage.Cond <- factor(housing.factors$Garage.Cond, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Garage.Qual <- factor(housing.factors$Garage.Qual, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Pool.QC <- factor(housing.factors$Pool.QC, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))
housing.factors$Heating.QC <- factor(housing.factors$Heating.QC, levels = c('DNE', 'Po', 'Fa', 'TA', 'Gd', 'Ex'))

housing.factors$MS.SubClass <- factor(housing.factors$MS.SubClass , levels = c(20, 30, 40, 45, 50, 60, 70, 75, 80, 85, 90, 120, 150, 160, 180, 190))

# Print any columns with missing values
for(v in names(housing.factors)) {
  n_na = sum(is.na(housing.factors[v]))
  if(n_na > 0) {print(v); print(n_na)}
}

1. Exploratory Data Analysis

b). Correlation Plot

cor.housing.sales <- cor(numeric.df[,-1:-2])
ggcorrplot(cor.housing.sales)

Once the dataset has been scrubbed, initial exploratory data analysis is conducted. The first analysis is looking at all numeric vectors in the dataset and checking to see if there are any correlations between variables.

Correlations:

Total.Bsmt.SF ~ X1st.Flr.SF (0.80)

Gr.Liv.Area ~ TotRms.AbvGrd (0.81)

Garage.Cars ~ Garage.Area (0.89)

c). Box Plots of quals

qual.cols.vec <-  c(29, 30, 32, 33, 42, 55, 59, 65, 66, 74)
for (i in qual.cols.vec){
  boxplots <- qplot(data = housing.factors, x = housing.factors[,i], y = SalePrice, geom = "boxplot", xlab = paste(colnames(housing.factors)[i]))
  print(boxplots)
  
}

qual.cols.vec <-  c(3, 4, 7, 8 , 9 , 10, 11, 12, 13, 14, 15, 16, 17,
                    18, 23, 24, 25, 26, 27, 31, 35, 37, 41, 44, 57,
                    60, 62, 67, 75, 76, 80, 81)
for (i in qual.cols.vec){
  boxplots <- qplot(data = housing.factors, x = housing.factors[,i], y = SalePrice, geom = "boxplot", xlab = paste(colnames(housing.factors)[i]))
  print(boxplots)
  
}

#Note all variables that are used in models, so we can retain their box plots:

2. Sales Price Prediction Model (Khadija w/ assistance)

Tip: think about performance metrics other than MSE: MAE, relative error, etc. > A predictive model that uses housing sale prices 2006-2009.

a). Forward and Backward Stepwise Model

i). Finding the Optimal Stepwise Model

# Forward and backward stepwise (best subset will be too time-intensive)
nvmax = 1000 #ncol(housing)
model = map(
  .x = c('forward', 'backward'),
  .f = ~regsubsets(SalePrice ~ .,
           data = housing.factors[housing.factors$Yr.Sold != 2010, ],
           nvmax = nvmax, method = .x, really.big = F)
)
## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax, force.in =
## force.in, : 15 linear dependencies found
## Reordering variables and trying again:
## Warning in rval$lopt[] <- rval$vorder[rval$lopt]: number of items to replace is
## not a multiple of replacement length

## Warning in rval$lopt[] <- rval$vorder[rval$lopt]: 15 linear dependencies found
## Reordering variables and trying again:
## Warning in rval$lopt[] <- rval$vorder[rval$lopt]: number of items to replace is
## not a multiple of replacement length
# Find optimal models
for(.x in 1:2) {
  num_variables = 1:length(summary(model[[.x]])$rss)
  # R^2
  plot_RSQ = ggplot(data = data.frame(summary(model[[.x]])$rsq),
                    aes(x = num_variables, y = summary(model[[.x]])$rsq)) +
    geom_line() +
    geom_point(x = which.max(summary(model[[.x]])$rsq),
               y = max(summary(model[[.x]])$rsq), aes(color = "red"),
               show.legend = FALSE) +
    xlab("# Variables") +
    ylab("R-squared") +
    theme_bw()
  # RSS
  plot_RSS = ggplot(data = data.frame(summary(model[[.x]])$rss),
                    aes(x = num_variables, y = summary(model[[.x]])$rss)) +
    geom_line() +
    geom_point(x = which.min(summary(model[[.x]])$rss),
               y = min(summary(model[[.x]])$rss), aes(color = "red"),
               show.legend = FALSE) +
    xlab("# Variables") +
    ylab("RSS") +
    theme_bw()
  # BIC
  plot_BIC = ggplot(data = data.frame(summary(model[[.x]])$bic),
                    aes(x = num_variables, y = summary(model[[.x]])$bic)) +
    geom_line() +
    geom_point(x = which.min(summary(model[[.x]])$bic),
               y = min(summary(model[[.x]])$bic), aes(color = "red"),
               show.legend = FALSE) +
    xlab("# Variables") +
    ylab("BIC") +
    ggtitle("BIC", 
            str_c("Optimal value at ", which.min(summary(model[[.x]])$bic))) + 
    theme_bw()
  # AIC
  plot_AIC = ggplot(data = data.frame(summary(model[[.x]])$cp),
                    aes(x = num_variables, y = summary(model[[.x]])$cp)) +
    geom_line() +
    geom_point(x = which.min(summary(model[[.x]])$cp),
               y = min(summary(model[[.x]])$cp), aes(color = "red"),
               show.legend = FALSE) +
    xlab("# Variables") +
    ylab("AIC") +
    ggtitle("AIC", 
            str_c("Optimal value at ", which.min(summary(model[[.x]])$cp))) + 
    theme_bw()
  # Plot
  gridExtra::grid.arrange(plot_RSQ, plot_RSS, plot_AIC, plot_BIC, 
                           ncol = 2, nrow = 2)
}

ii). Predictions of the Optimal Model

# Get predictions from optimal models
model_coef = map(1:2, 
                 ~coef(model[[.x]], which.min(summary(model[[.x]])$bic)))
temp = bind_rows(
  tibble(method = 'forward', var = names(model_coef[[1]]), 
         coef = model_coef[[1]], varmatch = NA_character_),
  tibble(method = 'backward', var = names(model_coef[[2]]), 
         coef = model_coef[[2]], varmatch = NA_character_)
) 

# Try to figure out programmatically which variables are in the models
for(r in 1:nrow(temp)) {
  if(temp$method[r] == 'forward') {
    potential_names = names(housing.factors)[agrepl(names(model_coef[[1]][r]),
                                            names(housing.factors), 
                                            max.distance = 0.3)]
  } else {
    potential_names = names(housing.factors)[agrepl(names(model_coef[[2]][r]),
                                            names(housing.factors),
                                            max.distance = 0.3)]
  }
  if(length(potential_names) == 0) {
    varmatch = NA_character_
  } else if(length(potential_names) == 1) {
    varmatch = potential_names
  } else {
    varmatch = str_flatten(
      intersect(
        unlist(strsplit(potential_names, '')), 
        unlist(strsplit(potential_names, ''))
      )
    )
  }
  temp$varmatch[r] = varmatch
}

iii). Refitting Forward and Backaward Models

# Refit: Forward
forward_predictors = c('MS.SubClass', 'Lot.Area', 'Lot.Config',
                       'Land.Slope', 'Neighborhood', 'Condition.1',
                       'Condition.2', 'House.Style', 'Overall.Cond',
                       'Year.Built', 'Year.Remod.Add', 'Roof.Style', 
                       'Roof.Matl', 'Exterior.1st', 'Mas.Vnr.Area', 
                       'Exter.Qual', 'Exter.Cond', 'Bsmt.Exposure',
                       'BsmtFin.Type.1', 'BsmtFin.SF.1', 'BsmtFin.SF.2',
                       'Heating.QC', 'Low.Qual.Fin.SF', 'Kitchen.Qual',
                       'TotRms.AbvGrd', 'Functional', 'Fireplace.Qu',
                       'Garage.Type', 'Garage.Yr.Blt', 'Garage.Cond',
                       'Paved.Drive', 'Wood.Deck.SF', 'Misc.Feature',
                       'Misc.Val', 'Yr.Sold', 'Sale.Type',
                       'BsmtFin.Type.1', 'Kitchen.Qual', 'Garage.Cond')
forward_pred = predict(
  lm(formula(paste('SalePrice ~', str_flatten(forward_predictors, "+"))), 
     data = housing.factors), #[housing$Yr.Sold != 2010, ]),
  housing.factors[housing.factors$Yr.Sold == 2010, ]
)

# Refit: Backward
backward_predictors = c('MS.SubClass', 'Lot.Area', 'Land.Slope',
                        'Neighborhood', 'Condition.1', 'Condition.2',
                        'Bldg.Type', 'Overall.Cond', 'Year.Built',
                        'Year.Remod.Add', 'Roof.Style', 'Roof.Matl', 
                        'Exterior.1st', 'Mas.Vnr.Type', 'Exter.Qual', 
                        'Exter.Cond', 'Bsmt.Cond', 'BsmtFin.Type.1', 
                        'BsmtFin.SF.1', 'BsmtFin.SF.1', 'Heating.QC',
                        'Kitchen.Qual', 'Functional', 'Fireplaces',
                        'Fireplace.Qu', 'Garage.Type', 'Garage.Yr.Blt',
                        'Wood.Deck.SF', 'X3Ssn.Porch', 'Screen.Porch',
                        'Misc.Feature', 'Sale.Type', 'BsmtFin.Type.1',
                        'Garage.Cond')
backward_pred = predict(
  lm(formula(paste('SalePrice ~', str_flatten(backward_predictors, "+"))), 
     data = housing.factors), #[housing$Yr.Sold != 2010, ]),
  housing.factors[housing.factors$Yr.Sold == 2010, ]
)
## Warning in predict.lm(lm(formula(paste("SalePrice ~",
## str_flatten(backward_predictors, : prediction from a rank-deficient fit may be
## misleading

b). Generalized Linear Model

# GLM
glm = glm(SalePrice ~ ., data = housing.factors[housing.factors$Yr.Sold != 2010, ])
names(coef(glm)[coef(summary(glm))[, "Pr(>|t|)"]  < 0.05])[-1]
##  [1] "MS.SubClass120"      "MS.SubClass160"      "MS.SubClass180"     
##  [4] "Lot.Area"            "Land.ContourHLS"     "Land.ContourLvl"    
##  [7] "Lot.ConfigCulDSac"   "Land.SlopeMod"       "Land.SlopeSev"      
## [10] "NeighborhoodEdwards" "NeighborhoodGrnHill" "NeighborhoodMitchel"
## [13] "NeighborhoodNAmes"   "NeighborhoodNoRidge" "NeighborhoodNridgHt"
## [16] "NeighborhoodNWAmes"  "NeighborhoodStoneBr" "Condition.1Norm"    
## [19] "Condition.1PosA"     "Condition.1PosN"     "Condition.2PosA"    
## [22] "Condition.2PosN"     "House.StyleSLvl"     "Overall.Qual"       
## [25] "Overall.Cond"        "Year.Built"          "Roof.StyleShed"     
## [28] "Roof.MatlCompShg"    "Roof.MatlMembran"    "Roof.MatlMetal"     
## [31] "Roof.MatlRoll"       "Roof.MatlTar&Grv"    "Roof.MatlWdShake"   
## [34] "Exterior.1stBrkComm" "Exterior.1stPlywood" "Mas.Vnr.TypeBrkCmn" 
## [37] "Mas.Vnr.TypeNone"    "Mas.Vnr.TypeStone"   "Mas.Vnr.Area"       
## [40] "Bsmt.CondGd"         "Bsmt.CondEx"         "Bsmt.ExposureDNE"   
## [43] "Bsmt.ExposureMn"     "BsmtFin.Type.1GLQ"   "BsmtFin.SF.1"       
## [46] "BsmtFin.Type.2GLQ"   "BsmtFin.Type.2LwQ"   "ElectricalFuseA"    
## [49] "ElectricalFuseF"     "ElectricalFuseP"     "X1st.Flr.SF"        
## [52] "Low.Qual.Fin.SF"     "Gr.Liv.Area"         "Full.Bath"          
## [55] "Kitchen.AbvGr"       "FunctionalMaj2"      "FunctionalMin1"     
## [58] "FunctionalMod"       "FunctionalSal"       "FunctionalSev"      
## [61] "Fireplace.QuPo"      "Fireplace.QuGd"      "Garage.TypeDetchd"  
## [64] "Garage.TypeDNE"      "Garage.Yr.Blt"       "Garage.FinishFin"   
## [67] "Garage.FinishRFn"    "Garage.FinishUnf"    "Garage.Cars"        
## [70] "Garage.Area"         "Garage.QualPo"       "Garage.QualFa"      
## [73] "Garage.QualEx"       "Garage.CondGd"       "Open.Porch.SF"      
## [76] "Pool.QCFa"           "Sale.TypeConLI"      "Sale.TypeCWD"

c). Lasso Model

# Lasso [Primary]
# Define x and y objects for Lasso, as well as specifying training data
train = which(housing.factors$Yr.Sold != 2010)
x = model.matrix(SalePrice ~ ., housing.factors)[, -1]
y = housing.factors$SalePrice

# Fit and plot model
lasso_model = cv.glmnet(x[train, ], y[train] , alpha = 1)
plot(lasso_model)

i). Minimun Lambda and 1SE Value

# Find min and 1SE values of lambda
lasso_model$lambda.min; lasso_model$lambda.1se
## [1] 894.4321
## [1] 5238.707
lasso_pred = predict(lasso_model, s = lasso_model$lambda.1se, 
                     newx = x[-train, ])

ii). Refit Lasso Model and Find Non-Zero Coefficients

# Refit model and find non-zero coefficients
lasso_model_coef = map(
  .x = c(lasso_model$lambda.min, lasso_model$lambda.min),
  .f = ~predict(glmnet(x, y ,alpha = 1), s = .x, type = 'coefficients')
)

d). Tree-based and Boosted Models

boost_model = gbm(SalePrice ~ ., 
                  data = mutate_if(housing.factors, is.character, as.factor)[housing.factors$Yr.Sold != 2010, ],
                  distribution = 'gaussian', 
                  n.trees = 5000,
                  cv.folds = 10,
                  shrinkage = 0.1,
                  interaction.depth = 4)

i). Summary Table of Boosted Model

kable(summary(boost_model))

var rel.inf
Overall.Qual Overall.Qual 36.1225582
Neighborhood Neighborhood 13.9607600
Gr.Liv.Area Gr.Liv.Area 12.0516750
Total.Bsmt.SF Total.Bsmt.SF 5.4751502
Garage.Cars Garage.Cars 4.2847963
BsmtFin.SF.1 BsmtFin.SF.1 2.8097106
X1st.Flr.SF X1st.Flr.SF 2.6999941
Bsmt.Qual Bsmt.Qual 2.4312822
Lot.Area Lot.Area 2.1808841
Kitchen.Qual Kitchen.Qual 1.3982185
X2nd.Flr.SF X2nd.Flr.SF 1.3190088
Mas.Vnr.Area Mas.Vnr.Area 0.9747818
Fireplace.Qu Fireplace.Qu 0.9523285
Year.Remod.Add Year.Remod.Add 0.9102636
MS.SubClass MS.SubClass 0.8173353
Bsmt.Unf.SF Bsmt.Unf.SF 0.8001554
Garage.Area Garage.Area 0.7872271
Sale.Condition Sale.Condition 0.7651695
Garage.Type Garage.Type 0.7276290
Overall.Cond Overall.Cond 0.6813413
Lot.Frontage Lot.Frontage 0.5662562
Exterior.1st Exterior.1st 0.5531077
Exterior.2nd Exterior.2nd 0.4858263
Open.Porch.SF Open.Porch.SF 0.4533702
ï..Order ï..Order 0.4168310
Bsmt.Exposure Bsmt.Exposure 0.3982085
BsmtFin.Type.1 BsmtFin.Type.1 0.3802796
Year.Built Year.Built 0.3092281
Screen.Porch Screen.Porch 0.2981263
Full.Bath Full.Bath 0.2774098
Mo.Sold Mo.Sold 0.2674758
Wood.Deck.SF Wood.Deck.SF 0.2526765
Fireplaces Fireplaces 0.2447132
PID PID 0.2121238
Condition.1 Condition.1 0.2022421
Garage.Yr.Blt Garage.Yr.Blt 0.1906354
Central.Air Central.Air 0.1747540
Sale.Type Sale.Type 0.1732011
Mas.Vnr.Type Mas.Vnr.Type 0.1492795
TotRms.AbvGrd TotRms.AbvGrd 0.1470061
Functional Functional 0.1427143
Roof.Matl Roof.Matl 0.1263476
Lot.Config Lot.Config 0.1231453
Land.Contour Land.Contour 0.1176316
Bsmt.Full.Bath Bsmt.Full.Bath 0.1020748
House.Style House.Style 0.0675096
Heating.QC Heating.QC 0.0633526
Bedroom.AbvGr Bedroom.AbvGr 0.0616296
Enclosed.Porch Enclosed.Porch 0.0614063
Garage.Finish Garage.Finish 0.0604566
Land.Slope Land.Slope 0.0596957
Bsmt.Cond Bsmt.Cond 0.0593238
Garage.Cond Garage.Cond 0.0547404
BsmtFin.Type.2 BsmtFin.Type.2 0.0535483
Condition.2 Condition.2 0.0496386
Exter.Qual Exter.Qual 0.0494800
Roof.Style Roof.Style 0.0460229
Half.Bath Half.Bath 0.0453486
X3Ssn.Porch X3Ssn.Porch 0.0453451
Lot.Shape Lot.Shape 0.0410120
Garage.Qual Garage.Qual 0.0306597
Alley Alley 0.0255183
Exter.Cond Exter.Cond 0.0251966
BsmtFin.SF.2 BsmtFin.SF.2 0.0239556
MS.Zoning MS.Zoning 0.0237280
Foundation Foundation 0.0211307
Fence Fence 0.0203420
Misc.Val Misc.Val 0.0202177
Low.Qual.Fin.SF Low.Qual.Fin.SF 0.0169254
Bsmt.Half.Bath Bsmt.Half.Bath 0.0137945
Electrical Electrical 0.0129283
Bldg.Type Bldg.Type 0.0108335
Paved.Drive Paved.Drive 0.0100138
Yr.Sold Yr.Sold 0.0039051
Misc.Feature Misc.Feature 0.0038024
Kitchen.AbvGr Kitchen.AbvGr 0.0021680
Heating Heating 0.0014357
Street Street 0.0000000
Utilities Utilities 0.0000000
Pool.Area Pool.Area 0.0000000
Pool.QC Pool.QC 0.0000000

ii). Relative Influence Chart

for(.x in 1:5) {
  plot(boost_model, i = summary(boost_model)[.x, 'var'])
}

boost_pred = predict(boost_model, 
                     newdata = housing.factors[housing.factors$Yr.Sold == 2010, ],
                     n.trees = 5000)
## Warning in predict.gbm(boost_model, newdata =
## housing.factors[housing.factors$Yr.Sold == : NAs introduced by coercion

3. Performance Evaluation

a). Performance Metrics Function

# Create performance_metrics function
performance_metrics = function(actual = housing.factors[housing.factors$Yr.Sold == 2010, 'SalePrice'], predicted, plot = T, by_neighborhood = F) {
  # Check that actual and predicted values are the same length
  if(length(actual) != length(predicted)) {
    message("'actual' and 'predicted' vectors must be the same length.")
  } else {
    # Compute metrics (MSE, RMSE, MAE, relative error)
    # Including by neighborhood
    if(by_neighborhood) {
      metrics = tibble(
        neighborhood = housing.factors[housing.factors$Yr.Sold == 2010, 'Neighborhood'],
        actual = actual,
        predicted = as.numeric(predicted),
        mse = (actual - predicted)^2,
        mae = abs(actual - predicted),
        rel_error = (predicted - actual) / actual
      ) %>% 
        group_by(neighborhood) %>% 
        summarize(across(mse:rel_error, mean)) %>% 
        ungroup()
      
      # Plot
      barplot = ggplot(data = pivot_longer(metrics, cols = mse:rel_error,
                                           names_to = 'performance_metric',
                                           values_to = 'metric_score'),
                    aes(x = performance_metric, y = metric_score)) + 
        geom_bar(stat = 'identity') + 
        geom_text(aes(label = round(metric_score, 3))) + 
        xlab("Metric") +
        ylab("Score") + 
        facet_wrap(~neighborhood) + 
        theme_bw()
      scatter = ggplot(data = tibble(
        neighborhood = housing.factors[housing.factors$Yr.Sold == 2010, 'Neighborhood'],
        actual = actual, 
        predicted = predicted), 
        aes(x = actual, y = predicted)) + 
        geom_point(aes(size = abs(actual - predicted)), alpha = 0.4) + 
        xlab("Actual") + 
        ylab("Predicted") + 
        facet_wrap('neighborhood') +
        geom_abline(slope = 1, intercept = 0, col = 'red') + 
        theme_bw()
    } else {
      # Compute error and create data frame
      mse = mean((actual - predicted)^2)
      mae = mean(abs(actual - predicted))
      rel_error = mean((predicted - actual) / actual)
      metrics = tibble(mse = mse, mae = mae, rel_error = rel_error)
      
      # Plot
      barplot = ggplot(data = tibble(mse, mae, rel_error) %>% 
                      pivot_longer(cols = everything(),
                                   names_to = 'performance_metric',
                                   values_to = 'metric_score'),
                    aes(x = performance_metric, y = metric_score)) + 
        geom_bar(stat = 'identity') + 
        geom_text(aes(label = round(metric_score, 3))) + 
        xlab("Metric") +
        ylab("Score") + 
        theme_bw()
      scatter = ggplot(data = tibble(actual = actual, 
                                     predicted = predicted), 
                       aes(x = actual, y = predicted)) + 
        geom_point(aes(size = abs(actual - predicted)), alpha = 0.4) + 
        xlab("Actual") + 
        ylab("Predicted") + 
        geom_abline(slope = 1, intercept = 0, col = 'red') + 
        theme_bw()
    }
    
    # Return objects
    if(plot) {
      return(list(metrics = metrics, barplot = barplot, scatter = scatter))
    } else {
      return(list(metrics = metrics))
    }
  }
}

b). Comparing Accuracy of Prediction Estimates Against Actual Values in 2010.

# Use performance_metrics function defined above for all models
map(list(forward_pred = forward_pred, backward_pred = backward_pred,
         lasso_pred = lasso_pred, boost_pred = boost_pred),
    ~performance_metrics(predicted = .x))
## $forward_pred
## $forward_pred$metrics
## # A tibble: 1 x 3
##          mse    mae rel_error
##        <dbl>  <dbl>     <dbl>
## 1 604242156. 18025.    0.0186
## 
## $forward_pred$barplot

## 
## $forward_pred$scatter

## 
## 
## $backward_pred
## $backward_pred$metrics
## # A tibble: 1 x 3
##          mse    mae rel_error
##        <dbl>  <dbl>     <dbl>
## 1 696652643. 18607.    0.0317
## 
## $backward_pred$barplot

## 
## $backward_pred$scatter

## 
## 
## $lasso_pred
## $lasso_pred$metrics
## # A tibble: 1 x 3
##          mse    mae rel_error
##        <dbl>  <dbl>     <dbl>
## 1 863799315. 20212.    0.0552
## 
## $lasso_pred$barplot

## 
## $lasso_pred$scatter

## 
## 
## $boost_pred
## $boost_pred$metrics
## # A tibble: 1 x 3
##           mse    mae rel_error
##         <dbl>  <dbl>     <dbl>
## 1 1047425367. 23285.    0.0965
## 
## $boost_pred$barplot

## 
## $boost_pred$scatter

c). Home Features Relation to the Model

i). Home Features That are Most Predictive of Sales Price.

#Code Here

ii). How do the Above Features Relate to Sales Price?

#Code Here

4. The Model’s accuracy accros Neighbourhoods

# TODO: Khadija, the code below calls the performance_metrics function and should help
map(list(forward_pred = forward_pred, backward_pred = backward_pred,
         lasso_pred = lasso_pred, boost_pred = boost_pred),
    ~performance_metrics(predicted = .x, by_neighborhood = T))
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## `summarise()` ungrouping output (override with `.groups` argument)
## $forward_pred
## $forward_pred$metrics
## # A tibble: 25 x 4
##    neighborhood         mse    mae rel_error
##    <chr>              <dbl>  <dbl>     <dbl>
##  1 Blmngtn       534641678. 18275.  -0.0973 
##  2 Blueste        62365813.  7896.  -0.00388
##  3 BrDale         76144821.  7623.   0.0439 
##  4 BrkSide       232700982. 12629.   0.0324 
##  5 ClearCr      1388209494. 28032.  -0.0927 
##  6 CollgCr       428056395. 16685.  -0.0365 
##  7 Crawfor       752282643. 20919.  -0.0494 
##  8 Edwards       571851979. 18466.   0.0297 
##  9 Gilbert       470414307. 15653.  -0.0364 
## 10 Greens        290576768. 15101.   0.0568 
## # ... with 15 more rows
## 
## $forward_pred$barplot

## 
## $forward_pred$scatter

## 
## 
## $backward_pred
## $backward_pred$metrics
## # A tibble: 25 x 4
##    neighborhood         mse    mae rel_error
##    <chr>              <dbl>  <dbl>     <dbl>
##  1 Blmngtn        86104575.  7844.   -0.0424
##  2 Blueste        20518623.  3285.   -0.0202
##  3 BrDale         21323671.  3738.    0.0134
##  4 BrkSide       335128674. 15229.    0.0545
##  5 ClearCr      1305041158. 22983.   -0.0821
##  6 CollgCr       628532670. 19066.   -0.0347
##  7 Crawfor       913663000. 24105.   -0.0505
##  8 Edwards       522259464. 15617.    0.0219
##  9 Gilbert       364965329. 17400.   -0.0146
## 10 Greens        418391635. 19308.    0.0536
## # ... with 15 more rows
## 
## $backward_pred$barplot

## 
## $backward_pred$scatter

## 
## 
## $lasso_pred
## $lasso_pred$metrics
## # A tibble: 25 x 4
##    neighborhood         mse    mae rel_error
##    <chr>              <dbl>  <dbl>     <dbl>
##  1 Blmngtn       345460431. 18339.    0.107 
##  2 Blueste       819529315. 27410.    0.162 
##  3 BrDale        895053251. 27430.    0.295 
##  4 BrkSide       102904828.  8033.    0.0375
##  5 ClearCr      1084801731. 27615.   -0.0928
##  6 CollgCr       267557593. 13204.   -0.0414
##  7 Crawfor      2208607219. 42151.   -0.120 
##  8 Edwards       795228646. 21224.    0.0941
##  9 Gilbert       507567473. 17836.   -0.0118
## 10 Greens        656537098. 22369.    0.136 
## # ... with 15 more rows
## 
## $lasso_pred$barplot

## 
## $lasso_pred$scatter

## 
## 
## $boost_pred
## $boost_pred$metrics
## # A tibble: 25 x 4
##    neighborhood         mse    mae rel_error
##    <chr>              <dbl>  <dbl>     <dbl>
##  1 Blmngtn        11270936.  3345.    0.0190
##  2 Blueste       372515068. 16374.    0.0985
##  3 BrDale        830366856. 28081.    0.298 
##  4 BrkSide       486317796. 19228.    0.175 
##  5 ClearCr      1667238653. 31689.   -0.0927
##  6 CollgCr       368467122. 14856.   -0.0336
##  7 Crawfor      2041202625. 38646.   -0.137 
##  8 Edwards      1167985791. 29895.    0.247 
##  9 Gilbert       365224202. 16310.   -0.0495
## 10 Greens        241627717. 13443.    0.0549
## # ... with 15 more rows
## 
## $boost_pred$barplot

## 
## $boost_pred$scatter

5. Renovation Value Calculator (Evan and Anthony)

I am going to write a bit about the calculator

What it does

Data sources:

Room Renovation Costs Business Insider

Roof Renovation Cost Super Storm Restoration

reno_value = function(upgrade = c('add_full_bathroom', 'remodel_kitchen',
                                  'finish_basement', 'replace_roof'),
                      budget = c('medium', 'low', 'high')) {

  # # Confirm upgrade and budget args; otherwise throw an error
  upgrade = tryCatch(
    match.arg(upgrade, choices = c('add_full_bathroom', 'remodel_kitchen',
                                  'finish_basement', 'replace_roof'),
                      several.ok = T),
    error = identity
  )
  budget = tryCatch(
    match.arg(budget, choices = c('low', 'medium', 'high'), several.ok = F),
    error = identity
  )
  
  # Handle errors
  if(str_detect(upgrade, "Error") | str_detect(budget, "Error")) {
      suppressWarnings(return(message(upgrade)))
      break()
  } else {
    # Update data based on stated upgrades
    remodeled_housing = mutate(housing.factors, Reno.Cost = 0)
    
    # Add bathroom
    if('add_full_bathroom' %in% upgrade) {
      remodeled_housing = mutate(
        remodeled_housing,
        budget = budget,
        Reno.Cost = case_when(
          budget == 'low' ~ Reno.Cost + 5957,
          budget == 'medium' ~ Reno.Cost + 10349,
          budget == 'high' ~ Reno.Cost + 14833,
          T ~ Reno.Cost
        ),
        Full.Bath = Full.Bath + 1,
        Year.Remod.Add = 2010
      )
    }
    
    # Remodel kitchen
    if('remodel_kitchen' %in% upgrade) {
      message('Note: Remodeling kitchens that are already of excellent quality (i.e., "Ex") will not increase the estimated sale price.')
      remodeled_housing = mutate(
        remodeled_housing,
        Reno.Cost = case_when(
          Kitchen.Qual == 'Ex' ~ Reno.Cost,
          budget == 'low' ~ Reno.Cost + 12557,
          budget == 'medium' ~ Reno.Cost + 23556,
          budget == 'high' ~ Reno.Cost + 34789,
          T ~ Reno.Cost
        ),
        Kitchen.Qual = case_when(
          budget == 'low' ~ case_when(
            Kitchen.Qual %in% c('Gd', 'Ex') ~ 'Ex',
            Kitchen.Qual == 'TA' ~ 'Gd',
            Kitchen.Qual == 'Fa' ~ 'TA',
            Kitchen.Qual == 'Po' ~ 'Fa'
          ),
          budget == 'medium' ~ case_when(
            Kitchen.Qual %in% c('TA', 'Gd', 'Ex') ~ 'Ex',
            Kitchen.Qual == 'Fa' ~ 'Gd',
            Kitchen.Qual == 'Po' ~ 'TA'
          ),
          budget == 'high' ~ case_when(
            Kitchen.Qual %in% c('Fa', 'TA', 'Gd', 'Ex') ~ 'Ex',
            Kitchen.Qual == 'Po' ~ 'Gd'
          ),
          T ~ as.character(Kitchen.Qual)
        ) %>% factor(levels = levels(housing.factors$Kitchen.Qual)),
        Year.Remod.Add = 2010
      )
    }
    
    # Finish basement
    if('finish_basement' %in% upgrade) {
      message('Note: Properties without a basement obviously cannot have finished basements, so this renovation will not increase their estimated sale price.')
      remodeled_housing = mutate(
        remodeled_housing,
        Reno.Cost = case_when(
          Bsmt.Cond %in% c("DNE", '') ~ Reno.Cost,
          budget == 'low' ~ Reno.Cost + 0.75 * 15000,
          budget == 'medium' ~ Reno.Cost + 15000,
          budget == 'high' ~ Reno.Cost + 1.25 * 15000,
          T ~ Reno.Cost
        ),
        BsmtFin.Type.1 = case_when(
          Bsmt.Cond %in% c("DNE", '') ~ as.character(BsmtFin.Type.1),
          budget == 'low' ~ "BLQ",
          budget == 'medium' ~ "ALQ",
          budget == 'high' ~ "GLQ",
          T ~ as.character(BsmtFin.Type.1)
        ) %>% factor(levels = levels(housing.factors$BsmtFin.Type.1)),
        BsmtFin.SF.1 = BsmtFin.SF.1 + Bsmt.Unf.SF,
        Year.Remod.Add = 2010
      )
    }
    
    # Replace roof
    if('replace_roof' %in% upgrade) {
      remodeled_housing = mutate(
        remodeled_housing,
        Reno.Cost = case_when(
          budget == 'low' ~ Reno.Cost + 5100,
          budget == 'medium' ~ Reno.Cost + 10000,
          budget == 'high' ~ Reno.Cost + 15000,
          T ~ Reno.Cost
        ),
        Exter.Cond = case_when(
          budget == 'low' ~ case_when(
            Exter.Cond %in% c('Gd', 'Ex') ~ 'Ex',
            Exter.Cond == 'TA' ~ 'Gd',
            Exter.Cond == 'Fa' ~ 'TA',
            Exter.Cond == 'Po' ~ 'Fa'
          ),
          budget == 'medium' ~ case_when(
            Exter.Cond %in% c('TA', 'Gd', 'Ex') ~ 'Ex',
            Exter.Cond == 'Fa' ~ 'Gd',
            Exter.Cond == 'Po' ~ 'TA'
          ),
          budget == 'high' ~ case_when(
            Exter.Cond %in% c('Fa', 'TA', 'Gd', 'Ex') ~ 'Ex',
            Exter.Cond == 'Po' ~ 'Gd',
          ),
          T ~ as.character(Exter.Cond)
        ) %>% factor(levels = levels(housing.factors$Exter.Cond)),
        Year.Remod.Add = 2010
      )
    }
    
    # Predict based on new features
    costs_benefits = tibble(
      orig_predicted_sale_price = predict(
        lm(formula(paste('SalePrice ~', 
                         str_flatten(forward_predictors, "+"))), 
           data = housing.factors)
      ),
      new_predicted_sale_price = predict(
        lm(formula(paste('SalePrice ~', 
                         str_flatten(forward_predictors, "+"))), 
           data = remodeled_housing)
      ),
      remodeling_costs = remodeled_housing$Reno.Cost,
      net = new_predicted_sale_price - orig_predicted_sale_price - remodeling_costs
    ) 
    
    # Return costs and predictions
    # return(list(remodeled_housing = remodeled_housing,
    #             costs_benefits = costs_benefits))
    
    
    
    if('add_full_bathroom' %in% upgrade) {
        return(kable(list("remodeled_housing" =
                          remodeled_housing[c("ï..Order", "PID", "Full.Bath",
                                            "Year.Remod.Add", "SalePrice",
                                            "Reno.Cost")],
                          "cost_benefits" = costs_benefits)))
    } else if ('remodel_kitchen' %in% upgrade){
        return(kable(list("remodeled_housing"=
                          remodeled_housing[c("ï..Order", "PID", "Kitchen.Qual",
                                            "Year.Remod.Add", "SalePrice",
                                            "Reno.Cost")],
                          "cost_benefits" = costs_benefits)))
    } else if ('finish_basement' %in% upgrade){
        return(kable(list("remodeled_housing"=
                          remodeled_housing[c("ï..Order", "PID", "BsmtFin.SF.1",
                                            "Year.Remod.Add", "SalePrice",
                                            "Reno.Cost")],
                          "cost_benefits" = costs_benefits)))
    } else if('replace_roof' %in% upgrade) {
        return(kable(list("remodeled_housing"=
                          remodeled_housing[c("ï..Order", "PID", "Exter.Cond",
                                            "Year.Remod.Add", "SalePrice",
                                            "Reno.Cost")],
                          "cost_benefits" = costs_benefits)))
    } else{
        return(kable(list("remodeled_housing"=
                        remodeled_housing[c("ï..Order", "PID", "Full.Bath",
                                            "Kitchen.Qual", "BsmtFin.SF.1",
                                            "Exter.Cond", "Year.Remod.Add",
                                            "SalePrice", "Reno.Cost")],
                        "cost_benefits" = costs_benefits)))      
    }  
  }
}

Using the Renovation Calculator

reno_value(c('add_full_bathroom', 'remodel_kitchen',
             'replace_roof'), 'medium')
## Warning in if (str_detect(upgrade, "Error") | str_detect(budget, "Error")) {:
## the condition has length > 1 and only the first element will be used
## Note: Remodeling kitchens that are already of excellent quality (i.e., "Ex") will not increase the estimated sale price.
ï..Order PID Full.Bath Year.Remod.Add SalePrice Reno.Cost
1 526301100 2 2010 215000 43905
2 526350040 2 2010 105000 43905
3 526351010 2 2010 172000 43905
4 526353030 3 2010 244000 20349
5 527105010 3 2010 189900 43905
6 527105030 3 2010 195500 43905
7 527127150 3 2010 213500 43905
8 527145080 3 2010 191500 43905
9 527146030 3 2010 236500 43905
10 527162130 3 2010 189000 43905
11 527163010 3 2010 175900 43905
12 527165230 3 2010 185000 43905
13 527166040 3 2010 180400 43905
14 527180040 2 2010 171500 43905
15 527182190 2 2010 212000 43905
16 527216070 4 2010 538000 20349
17 527225035 3 2010 164000 43905
18 527258010 2 2010 394432 20349
19 527276150 2 2010 141000 43905
20 527302110 3 2010 210000 43905
21 527358140 3 2010 190000 43905
22 527358200 3 2010 170000 43905
23 527368020 3 2010 216000 43905
24 527402200 2 2010 149000 43905
25 527402250 2 2010 149900 43905
26 527403020 2 2010 142000 43905
27 527404120 2 2010 126000 43905
28 527425090 2 2010 115000 43905
29 527427230 3 2010 184000 43905
30 527451180 2 2010 96000 43905
31 527451330 2 2010 105500 43905
32 527451410 2 2010 88000 43905
33 527452190 3 2010 127500 43905
34 527453130 3 2010 149900 43905
35 527453150 2 2010 120000 43905
36 527454200 3 2010 146000 43905
37 528108120 3 2010 376162 20349
38 528112020 3 2010 306000 43905
39 528120060 3 2010 395192 20349
40 528120090 3 2010 290941 43905
41 528120100 3 2010 220000 43905
42 528120120 3 2010 275000 20349
43 528138020 3 2010 259000 20349
44 528138060 3 2010 214000 43905
45 528150070 3 2010 611657 20349
46 528175010 3 2010 224000 43905
47 528176010 3 2010 500000 20349
48 528176070 3 2010 320000 43905
49 528180070 3 2010 319900 20349
50 528181050 3 2010 205000 43905
51 528188120 3 2010 175500 43905
52 528218150 3 2010 199500 43905
53 528228285 3 2010 160000 43905
54 528228440 3 2010 192000 43905
55 528231020 3 2010 184500 43905
56 528240070 3 2010 216500 43905
57 528240130 3 2010 185088 43905
58 528250100 3 2010 180000 43905
59 528292020 3 2010 222500 43905
60 528328100 3 2010 333168 43905
61 528344070 3 2010 355000 43905
62 528358010 3 2010 260400 43905
63 528363130 3 2010 325000 43905
64 528382020 3 2010 290000 43905
65 528382030 3 2010 221000 43905
66 528386040 3 2010 410000 43905
67 528445060 3 2010 221500 43905
68 528456160 3 2010 204500 43905
69 528458070 3 2010 215200 43905
70 528458110 3 2010 262500 43905
71 528477080 3 2010 254900 43905
72 528480090 3 2010 271500 43905
73 531367050 3 2010 233000 43905
74 531369060 3 2010 181000 43905
75 531380080 3 2010 205000 43905
76 531451110 3 2010 143000 43905
77 531451280 3 2010 189000 43905
78 531452020 3 2010 99500 43905
79 531452050 2 2010 125000 43905
80 531452180 3 2010 194500 43905
81 531453010 3 2010 152000 43905
82 531453040 3 2010 171000 43905
83 531477050 2 2010 67500 43905
84 532351140 3 2010 112000 43905
85 532354090 2 2010 148000 43905
86 532376160 2 2010 138500 43905
87 532377060 2 2010 122000 43905
88 532377100 2 2010 133000 43905
89 532378110 2 2010 127000 43905
90 532479070 3 2010 169000 43905
91 533130020 3 2010 190000 43905
92 533130130 3 2010 362500 43905
93 533130160 3 2010 285000 43905
94 533205060 3 2010 260000 43905
95 533208090 3 2010 190000 43905
96 533210060 3 2010 155000 43905
97 533212010 3 2010 151000 43905
98 533212020 3 2010 149500 43905
99 533212060 3 2010 152000 43905
100 533213030 3 2010 222000 43905
101 533221090 3 2010 177500 43905
102 533221110 3 2010 177000 43905
103 533223020 3 2010 155000 43905
104 533223100 3 2010 147110 43905
105 533238045 2 2010 267916 43905
106 533244030 3 2010 254000 43905
107 533253060 2 2010 155000 43905
108 533253210 2 2010 206000 43905
109 533352170 3 2010 130500 43905
110 534102025 3 2010 230000 43905
111 534129040 3 2010 218500 43905
112 534151175 3 2010 243500 43905
113 534152050 3 2010 205000 43905
114 534152070 4 2010 212500 43905
115 534152100 3 2010 196500 43905
116 534176060 2 2010 197500 43905
117 534176230 2 2010 171000 43905
118 534202160 2 2010 142250 43905
119 534251320 2 2010 143000 43905
120 534276360 2 2010 128950 43905
121 534401110 2 2010 159000 43905
122 534401140 3 2010 178900 43905
123 534403360 3 2010 136300 43905
124 534403410 2 2010 180500 43905
125 534425310 2 2010 137500 43905
126 534427010 3 2010 84900 43905
127 534430080 2 2010 142125 43905
128 534431050 3 2010 197600 43905
129 534431070 3 2010 172500 43905
130 534450180 2 2010 116500 43905
131 534451150 2 2010 76500 43905
132 534475100 2 2010 128000 43905
133 534476260 2 2010 153000 43905
134 534479320 2 2010 132000 43905
135 535101020 2 2010 178000 43905
136 535106190 3 2010 154300 43905
137 535125010 3 2010 180000 43905
138 535126040 3 2010 190000 43905
139 535152010 3 2010 135000 43905
140 535152050 3 2010 214000 43905
141 535152130 2 2010 136000 43905
142 535152150 2 2010 165500 43905
143 535152250 2 2010 145000 43905
144 535153070 2 2010 148000 43905
145 535154050 2 2010 142000 43905
146 535175070 2 2010 167500 43905
147 535175180 2 2010 108538 43905
148 535179020 2 2010 159500 43905
149 535180130 2 2010 108000 43905
150 535302080 2 2010 135000 43905
151 535302200 2 2010 122500 43905
152 535304060 2 2010 119000 43905
153 535304180 2 2010 109000 43905
154 535325400 2 2010 105000 43905
155 535327140 2 2010 107500 43905
156 535350030 2 2010 144900 43905
157 535350040 2 2010 129000 43905
158 535353190 2 2010 97500 43905
159 535377090 1 2010 144000 43905
160 535401080 2 2010 162000 43905
161 535425010 3 2010 242000 43905
162 535450210 2 2010 132000 43905
163 535453070 2 2010 154000 43905
164 535454070 3 2010 166000 43905
165 535456110 2 2010 134800 43905
166 535457010 2 2010 160000 43905
167 535457090 2 2010 148000 43905
168 535476350 2 2010 192000 43905
169 535477020 2 2010 155000 43905
170 902102100 2 2010 80400 43905
171 902104060 2 2010 96500 43905
172 902106130 2 2010 109500 43905
173 902106140 2 2010 115000 43905
174 902110090 2 2010 143000 43905
175 902125080 3 2010 107400 43905
176 902125160 2 2010 80000 43905
177 902128170 2 2010 119000 43905
178 902206040 2 2010 130000 43905
179 902206130 2 2010 119000 43905
180 902206220 2 2010 129000 43905
181 902206240 2 2010 100000 43905
182 902207130 2 2010 12789 43905
183 902207140 2 2010 105900 43905
184 902305110 3 2010 150000 43905
185 902327040 3 2010 139000 43905
186 902329030 4 2010 240000 43905
187 902401060 3 2010 76500 43905
188 902402010 2 2010 149700 43905
189 902402130 2 2010 125500 43905
190 902402250 3 2010 122500 43905
191 902403070 2 2010 140750 43905
192 903204040 2 2010 128500 43905
193 903206120 2 2010 209500 43905
194 903225150 2 2010 87000 43905
195 903226160 2 2010 134000 43905
196 903227020 2 2010 128000 43905
197 903227150 2 2010 132000 43905
198 903228150 2 2010 139900 43905
199 903232190 2 2010 123900 43905
200 903233120 3 2010 138400 43905
201 903234050 2 2010 109500 43905
202 903425110 3 2010 140000 43905
203 903426180 2 2010 149500 43905
204 903426200 2 2010 159900 43905
205 903430080 2 2010 122000 43905
206 903450110 2 2010 110000 43905
207 903454060 3 2010 55000 43905
208 903476030 3 2010 140000 43905
209 904100140 3 2010 244400 43905
210 904101110 3 2010 173000 43905
211 904300150 2 2010 107500 43905
212 904302260 2 2010 100000 43905
213 904350045 2 2010 95000 43905
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2576 535176050 2 2010 145250 43905
2577 535177100 2 2010 162000 43905
2578 535178100 2 2010 148000 43905
2579 535179050 2 2010 141000 43905
2580 535180020 2 2010 153000 43905
2581 535180070 2 2010 134450 43905
2582 535301010 2 2010 135960 43905
2583 535301150 2 2010 156000 43905
2584 535303050 2 2010 140000 43905
2585 535304020 2 2010 139500 43905
2586 535305120 2 2010 155000 43905
2587 535325130 2 2010 127000 43905
2588 535325340 2 2010 133500 43905
2589 535325350 2 2010 125000 43905
2590 535325450 2 2010 142000 43905
2591 535325460 2 2010 167000 43905
2592 535327210 2 2010 159000 43905
2593 535353180 3 2010 180000 43905
2594 535354130 2 2010 127000 43905
2595 535355100 3 2010 112000 43905
2596 535375040 2 2010 99800 43905
2597 535376090 2 2010 117000 43905
2598 535376100 2 2010 108480 43905
2599 535377070 2 2010 68000 43905
2600 535377100 2 2010 86900 43905
2601 535379100 2 2010 120000 43905
2602 535380010 3 2010 155500 43905
2603 535380130 2 2010 80000 43905
2604 535381060 2 2010 105000 43905
2605 535382020 3 2010 160000 43905
2606 535382130 3 2010 170000 43905
2607 535401140 3 2010 160000 43905
2608 535402070 2 2010 159950 43905
2609 535402100 2 2010 165000 43905
2610 535402220 2 2010 159000 43905
2611 535402230 2 2010 147000 43905
2612 535403040 2 2010 115000 43905
2613 535403150 2 2010 159500 43905
2614 535403200 2 2010 120000 43905
2615 535404080 2 2010 129900 43905
2616 535425040 3 2010 183000 43905
2617 535425050 3 2010 157500 43905
2618 535425080 4 2010 277500 43905
2619 535426195 2 2010 207500 43905
2620 535450100 2 2010 147500 43905
2621 535450180 2 2010 135000 43905
2622 535451190 2 2010 109500 43905
2623 535451210 2 2010 109900 43905
2624 535453160 2 2010 133700 43905
2625 535454030 3 2010 81400 43905
2626 535454050 3 2010 87500 43905
2627 535454060 3 2010 93500 43905
2628 535456010 3 2010 119000 43905
2629 535456020 2 2010 141000 43905
2630 535457070 2 2010 146000 43905
2631 535477060 2 2010 155000 43905
2632 535478010 2 2010 134500 43905
2633 535478070 2 2010 120000 43905
2634 535478090 2 2010 105000 43905
2635 535478110 2 2010 124000 43905
2636 902100110 3 2010 169000 43905
2637 902100130 2 2010 107000 43905
2638 902101050 2 2010 135000 43905
2639 902103090 2 2010 111500 43905
2640 902104020 2 2010 156500 43905
2641 902106040 2 2010 178000 20349
2642 902106090 2 2010 139900 43905
2643 902108060 2 2010 105000 43905
2644 902109010 2 2010 110000 43905
2645 902110120 3 2010 111500 43905
2646 902110130 2 2010 108000 43905
2647 902111010 2 2010 111500 43905
2648 902125020 2 2010 124000 20349
2649 902128020 2 2010 105000 43905
2650 902128100 2 2010 116000 43905
2651 902134060 2 2010 96900 43905
2652 902204060 2 2010 135500 43905
2653 902204120 2 2010 139000 43905
2654 902206020 2 2010 61500 43905
2655 902206090 2 2010 120000 43905
2656 902207080 2 2010 126175 43905
2657 902207110 2 2010 64000 43905
2658 902301120 3 2010 137000 43905
2659 902305090 3 2010 87000 43905
2660 902325050 2 2010 163000 43905
2661 902325100 3 2010 155000 43905
2662 902325160 2 2010 79000 43905
2663 902328100 2 2010 144000 43905
2664 902329070 2 2010 114504 43905
2665 902329090 2 2010 157000 43905
2666 902400090 2 2010 125000 43905
2667 902400110 3 2010 475000 20349
2668 902401090 3 2010 93500 43905
2669 902406030 2 2010 125000 43905
2670 902456015 2 2010 64500 43905
2671 903200050 2 2010 100000 43905
2672 903202120 2 2010 140200 43905
2673 903206160 2 2010 202500 43905
2674 903225090 3 2010 159000 43905
2675 903229040 2 2010 119900 43905
2676 903231070 2 2010 114500 43905
2677 903231190 2 2010 115000 43905
2678 903231220 2 2010 75000 43905
2679 903231240 2 2010 88000 43905
2680 903232170 2 2010 80500 43905
2681 903233100 2 2010 149000 43905
2682 903233220 2 2010 110000 43905
2683 903234030 2 2010 110500 43905
2684 903235020 2 2010 89000 43905
2685 903236200 2 2010 113000 43905
2686 903400030 2 2010 109000 43905
2687 903425190 3 2010 220000 43905
2688 903425340 2 2010 129000 43905
2689 903430090 2 2010 117000 43905
2690 903430130 2 2010 52500 43905
2691 903451050 3 2010 107000 43905
2692 903452090 2 2010 116500 43905
2693 903454020 2 2010 72000 43905
2694 903454080 3 2010 119500 43905
2695 903455090 2 2010 125500 43905
2696 903456060 2 2010 91000 43905
2697 903456090 2 2010 84500 43905
2698 903458010 2 2010 90000 43905
2699 904100030 2 2010 137500 43905
2700 904100090 3 2010 150000 43905
2701 904100170 2 2010 131000 43905
2702 904101040 2 2010 130000 43905
2703 904301410 2 2010 125000 43905
2704 904302020 2 2010 80000 43905
2705 904302030 3 2010 157000 43905
2706 905100030 2 2010 148000 43905
2707 905101330 3 2010 90000 43905
2708 905101450 2 2010 154500 43905
2709 905103130 2 2010 153600 43905
2710 905103140 2 2010 164500 43905
2711 905103180 2 2010 132000 43905
2712 905105010 2 2010 142500 43905
2713 905106210 2 2010 158000 43905
2714 905107070 2 2010 149500 43905
2715 905107220 2 2010 165000 43905
2716 905107240 3 2010 180000 43905
2717 905107300 2 2010 160500 43905
2718 905108090 3 2010 156500 43905
2719 905108120 3 2010 157000 43905
2720 905200280 3 2010 172500 43905
2721 905200290 3 2010 155000 43905
2722 905200340 2 2010 170000 43905
2723 905200380 2 2010 105000 43905
2724 905200490 1 2010 145000 43905
2725 905201090 2 2010 168000 43905
2726 905202190 2 2010 278000 43905
2727 905202210 2 2010 164000 43905
2728 905225080 3 2010 225000 43905
2729 905300010 2 2010 130000 43905
2730 905300080 2 2010 142500 43905
2731 905351045 3 2010 148400 43905
2732 905351150 2 2010 190000 43905
2733 905402110 2 2010 146000 43905
2734 905403050 2 2010 128000 43905
2735 905426100 4 2010 225000 20349
2736 905426150 3 2010 274970 43905
2737 905427010 3 2010 235000 43905
2738 905427030 4 2010 415000 43905
2739 905427140 3 2010 182000 43905
2740 905451050 2 2010 135000 43905
2741 905451410 2 2010 137000 43905
2742 905452140 3 2010 136900 43905
2743 905452150 2 2010 149900 43905
2744 905475150 2 2010 123500 43905
2745 905477010 2 2010 93000 43905
2746 905480160 2 2010 91500 43905
2747 906202040 3 2010 180000 43905
2748 906204180 3 2010 209000 20349
2749 906223180 3 2010 215000 43905
2750 906225180 3 2010 224500 43905
2751 906380110 3 2010 229800 43905
2752 906380150 3 2010 183600 43905
2753 906380170 3 2010 194000 43905
2754 906380180 3 2010 193879 43905
2755 906382030 3 2010 221500 43905
2756 906382040 3 2010 204900 43905
2757 906382050 3 2010 239799 43905
2758 906392090 3 2010 233555 43905
2759 906392100 3 2010 260000 43905
2760 906392120 3 2010 294900 20349
2761 906394010 3 2010 209700 43905
2762 906394040 3 2010 225000 43905
2763 906394060 3 2010 181000 43905
2764 906420020 3 2010 220000 43905
2765 906426090 3 2010 190000 43905
2766 906475050 2 2010 180000 43905
2767 906475200 3 2010 280000 43905
2768 906476140 3 2010 158900 43905
2769 907125020 2 2010 148000 43905
2770 907125080 2 2010 145000 43905
2771 907130110 3 2010 187000 43905
2772 907131070 3 2010 193000 43905
2773 907135230 2 2010 156000 43905
2774 907175030 3 2010 235000 43905
2775 907175060 3 2010 217000 43905
2776 907180120 3 2010 214000 43905
2777 907181090 3 2010 196000 43905
2778 907187010 3 2010 217000 43905
2779 907192010 3 2010 200000 43905
2780 907194130 3 2010 192500 43905
2781 907196020 3 2010 205000 43905
2782 907200170 2 2010 132500 43905
2783 907201160 2 2010 157500 43905
2784 907201230 3 2010 174000 43905
2785 907202140 2 2010 128500 43905
2786 907203010 2 2010 128500 43905
2787 907203040 2 2010 149900 43905
2788 907227090 2 2010 119900 43905
2789 907230240 3 2010 137000 43905
2790 907251100 3 2010 255000 43905
2791 907252050 3 2010 222000 43905
2792 907254050 3 2010 214000 43905
2793 907255010 2 2010 220000 43905
2794 907255050 3 2010 275000 43905
2795 907262080 3 2010 197000 43905
2796 907265030 3 2010 230000 43905
2797 907270050 3 2010 268500 43905
2798 907275030 3 2010 210900 43905
2799 907285010 3 2010 227000 43905
2800 907285100 3 2010 237000 43905
2801 907290020 3 2010 274300 43905
2802 907290080 3 2010 216837 43905
2803 907290160 2 2010 133000 43905
2804 907290230 2 2010 155900 43905
2805 907290260 3 2010 233230 43905
2806 907401050 3 2010 207000 43905
2807 907401080 3 2010 195000 43905
2808 907405030 3 2010 200000 43905
2809 907410040 3 2010 203160 43905
2810 907410100 3 2010 195800 43905
2811 907410110 3 2010 212900 43905
2812 907412010 3 2010 196500 43905
2813 907414040 3 2010 198000 43905
2814 907418020 3 2010 173900 43905
2815 907420070 3 2010 163990 43905
2816 907420090 3 2010 164990 43905
2817 908102020 3 2010 98000 43905
2818 908102320 2 2010 149900 43905
2819 908102330 2 2010 102000 43905
2820 908103310 3 2010 127500 43905
2821 908103320 3 2010 127500 43905
2822 908127050 2 2010 119900 43905
2823 908128100 3 2010 196500 43905
2824 908130020 2 2010 117250 43905
2825 908178050 3 2010 229000 43905
2826 908186060 2 2010 145000 43905
2827 908186070 3 2010 140000 43905
2828 908186090 2 2010 142500 43905
2829 908188110 3 2010 134000 43905
2830 908188120 3 2010 130000 43905
2831 908188130 3 2010 130000 43905
2832 908188140 3 2010 137500 43905
2833 908188150 3 2010 130000 43905
2834 908225180 2 2010 97900 43905
2835 908227010 3 2010 92000 43905
2836 908227030 2 2010 107000 43905
2837 908227040 2 2010 81000 43905
2838 908228040 2 2010 104900 43905
2839 908275220 2 2010 115000 43905
2840 908275290 3 2010 125000 43905
2841 909101050 2 2010 116000 43905
2842 909101080 2 2010 83000 43905
2843 909101190 2 2010 118500 43905
2844 909101330 2 2010 35000 43905
2845 909103020 2 2010 121000 43905
2846 909131125 3 2010 160000 43905
2847 909175030 2 2010 140000 43905
2848 909176180 3 2010 137000 43905
2849 909201180 2 2010 128000 43905
2850 909250070 2 2010 160000 43905
2851 909250120 2 2010 138887 43905
2852 909250200 2 2010 149000 43905
2853 909250210 3 2010 102000 43905
2854 909253080 2 2010 167000 43905
2855 909254070 2 2010 200100 43905
2856 909256010 3 2010 131000 43905
2857 909256020 2 2010 112000 43905
2858 909275230 2 2010 140000 43905
2859 909275250 2 2010 195000 43905
2860 909276010 2 2010 230000 43905
2861 909276070 2 2010 194000 43905
2862 909279040 2 2010 137500 43905
2863 909280030 2 2010 250000 43905
2864 909280070 3 2010 218000 43905
2865 909281010 3 2010 239000 43905
2866 909282060 2 2010 199500 43905
2867 909282110 2 2010 210000 43905
2868 909425120 2 2010 230000 20349
2869 909425180 3 2010 217500 43905
2870 909426060 3 2010 257000 43905
2871 909428110 2 2010 157000 43905
2872 909475020 3 2010 223000 43905
2873 910200020 2 2010 102000 43905
2874 910200060 2 2010 145400 43905
2875 910203100 2 2010 72000 43905
2876 910203230 2 2010 85000 43905
2877 910207110 2 2010 106500 43905
2878 910226060 3 2010 139000 43905
2879 911175360 2 2010 108000 43905
2880 911175410 2 2010 51689 43905
2881 911175430 1 2010 35311 43905
2882 911175440 3 2010 115000 43905
2883 911225110 2 2010 78000 43905
2884 911370430 3 2010 375000 20349
2885 911370530 3 2010 300000 43905
2886 913350030 3 2010 242500 43905
2887 914452060 3 2010 145000 43905
2888 914474020 3 2010 209000 43905
2889 914476050 2 2010 135000 43905
2890 914476130 3 2010 148000 43905
2891 914476500 4 2010 171000 43905
2892 916225130 3 2010 335000 43905
2893 916252170 3 2010 230000 43905
2894 916325040 2 2010 250764 43905
2895 916326010 3 2010 228000 43905
2896 916402125 3 2010 176000 43905
2897 916403020 3 2010 180000 43905
2898 916403130 3 2010 250000 43905
2899 916460070 3 2010 202000 43905
2900 916475100 3 2010 312500 43905
2901 916477010 3 2010 320000 43905
2902 921205030 3 2010 369900 43905
2903 921205050 3 2010 359900 20349
2904 923125030 2 2010 81500 43905
2905 923202025 3 2010 215000 43905
2906 923203090 3 2010 164000 43905
2907 923203100 3 2010 153500 43905
2908 923205120 2 2010 84500 43905
2909 923225190 2 2010 104500 43905
2910 923225240 3 2010 127000 43905
2911 923225260 3 2010 151400 43905
2912 923225510 2 2010 126500 43905
2913 923226150 3 2010 146500 43905
2914 923226180 2 2010 73000 43905
2915 923226290 2 2010 79400 43905
2916 923227100 2 2010 140000 43905
2917 923228130 2 2010 92000 20349
2918 923228180 2 2010 87550 43905
2919 923228210 2 2010 79500 43905
2920 923228260 2 2010 90500 43905
2921 923228310 2 2010 71000 43905
2922 923229110 3 2010 150900 43905
2923 923230040 3 2010 188000 43905
2924 923250060 3 2010 160000 43905
2925 923251180 2 2010 131000 43905
2926 923275080 2 2010 142500 43905
2927 923276100 2 2010 131000 43905
2928 923400125 2 2010 132000 43905
2929 924100070 2 2010 170000 43905
2930 924151050 3 2010 188000 43905
orig_predicted_sale_price new_predicted_sale_price remodeling_costs net
227867.83 231764.97 43905 -40007.86
110585.45 110649.54 43905 -43840.92
170769.99 169379.65 43905 -45295.34
263094.22 234098.09 20349 -49345.14
184581.02 185575.61 43905 -42910.41
199961.02 198995.69 43905 -44870.33
233098.49 240333.75 43905 -36669.74
182156.35 183412.21 43905 -42649.14
251552.73 259125.38 43905 -36332.36
173021.87 167320.46 43905 -49606.41
165050.88 164943.97 43905 -44011.91
167539.71 168882.64 43905 -42562.08
165521.74 167038.29 43905 -42388.45
172661.15 167294.69 43905 -49271.46
216259.43 221044.34 43905 -39120.09
538557.87 536920.06 20349 -21986.81
209196.36 214711.01 43905 -38390.34
403477.78 386713.64 20349 -37113.15
85505.51 83181.60 43905 -46228.91
186117.27 188243.54 43905 -41778.73
199720.54 202730.71 43905 -40894.83
195492.32 192985.49 43905 -46411.83
222875.40 225628.49 43905 -41151.91
158696.12 159629.33 43905 -42971.79
166635.86 164815.64 43905 -45725.22
143014.00 145268.66 43905 -41650.34
120604.30 121622.93 43905 -42886.37
77525.07 76350.48 43905 -45079.59
158505.97 157596.01 43905 -44814.96
90437.67 88685.71 43905 -45656.97
109268.96 110797.43 43905 -42376.53
101538.46 103578.13 43905 -41865.33
118018.84 115941.59 43905 -45982.25
150565.54 146156.49 43905 -48314.05
118575.49 120946.35 43905 -41534.14
147005.25 146846.19 43905 -44064.06
362965.70 357605.42 20349 -25709.27
282791.93 292433.91 43905 -34263.01
415076.80 414776.25 20349 -20649.55
251673.38 258415.73 43905 -37162.65
293383.26 302951.21 43905 -34337.05
303510.88 278759.35 20349 -45100.53
291726.10 270002.32 20349 -42072.78
218871.13 224076.03 43905 -38700.10
497407.22 499727.07 20349 -18029.15
240700.51 249394.07 43905 -35211.44
457300.58 454281.43 20349 -23368.15
309658.07 324337.17 43905 -29225.90
300729.35 292503.52 20349 -28574.83
200731.62 206037.75 43905 -38598.87
178997.93 184874.68 43905 -38028.26
175253.17 172246.16 43905 -46912.01
155890.37 155464.03 43905 -44331.34
159559.37 157476.00 43905 -45988.37
190994.68 191177.63 43905 -43722.05
221417.13 223057.91 43905 -42264.22
195243.13 196313.92 43905 -42834.20
165322.07 166726.41 43905 -42500.66
218998.45 219600.27 43905 -43303.18
312892.47 315269.41 43905 -41528.06
278279.73 276507.55 43905 -45677.18
297087.94 298743.09 43905 -42249.85
330453.65 333975.07 43905 -40383.59
324042.62 326579.83 43905 -41367.79
249585.34 252254.61 43905 -41235.73
373762.39 384199.07 43905 -33468.32
205903.88 206263.03 43905 -43545.85
200085.65 201611.63 43905 -42379.02
229075.70 225983.99 43905 -46996.72
258547.22 263634.39 43905 -38817.83
244247.88 247641.35 43905 -40511.53
263854.14 269296.26 43905 -38462.88
222824.35 226584.16 43905 -40145.19
216315.58 217863.45 43905 -42357.13
212536.11 213054.13 43905 -43386.98
122326.14 121938.82 43905 -44292.32
210173.76 209685.98 43905 -44392.78
111193.32 111296.63 43905 -43801.70
106830.23 106974.30 43905 -43760.94
188673.37 186489.20 43905 -46089.17
148118.70 150407.68 43905 -41616.02
168056.20 170245.15 43905 -41716.05
83243.45 83348.10 43905 -43800.35
103953.20 103423.77 43905 -44434.43
143680.97 137165.88 43905 -50420.09
143781.25 147974.15 43905 -39712.10
112174.26 111875.88 43905 -44203.39
106888.46 107161.10 43905 -43632.36
143067.96 143486.42 43905 -43486.54
204811.86 205539.68 43905 -43177.18
277897.91 278836.90 43905 -42966.01
315729.87 316111.84 43905 -43523.03
292674.01 294066.59 43905 -42512.42
247316.12 251685.86 43905 -39535.26
131870.54 129573.62 43905 -46201.92
161476.30 160329.69 43905 -45051.61
143760.85 141746.85 43905 -45919.00
150592.85 149387.74 43905 -45110.11
155560.07 154351.38 43905 -45113.70
314069.66 337348.01 43905 -20626.65
165020.42 164597.74 43905 -44327.68
209619.12 209259.98 43905 -44264.14
165203.02 165976.94 43905 -43131.08
135728.95 134716.11 43905 -44917.85
271454.75 279997.89 43905 -35361.86
236205.78 238446.71 43905 -41664.07
178009.04 175471.68 43905 -46442.36
198807.11 200396.66 43905 -42315.45
179409.35 179335.63 43905 -43978.73
236853.91 240802.52 43905 -39956.39
168291.45 173761.11 43905 -38435.34
247035.23 247296.34 43905 -43643.89
201608.78 198536.63 43905 -46977.15
193963.57 194882.64 43905 -42985.93
172878.68 172550.31 43905 -44233.37
174532.79 168940.09 43905 -49497.70
144833.64 146059.96 43905 -42678.67
140391.01 141639.92 43905 -42656.09
150127.52 152086.81 43905 -41945.71
103823.73 105350.65 43905 -42378.08
150917.11 153163.03 43905 -41659.08
168691.07 166995.20 43905 -45600.87
122682.78 122032.94 43905 -44554.84
185689.65 193415.14 43905 -36179.51
166141.86 165917.51 43905 -44129.35
174818.99 173623.47 43905 -45100.53
147793.15 142303.97 43905 -49394.18
201994.54 205879.50 43905 -40020.05
149408.27 151943.82 43905 -41369.45
140615.50 140174.97 43905 -44345.54
80469.45 79244.15 43905 -45130.30
115698.93 115958.16 43905 -43645.77
156324.78 159121.31 43905 -41108.47
147649.51 151397.81 43905 -40156.69
193433.61 188005.74 43905 -49332.88
185024.24 185325.61 43905 -43603.63
227251.35 234932.13 43905 -36224.22
211443.54 213778.09 43905 -41570.45
104053.11 102082.32 43905 -45875.79
234266.44 234283.12 43905 -43888.32
144973.09 147241.01 43905 -41637.07
187189.77 187035.99 43905 -44058.79
129448.22 131963.35 43905 -41389.86
130685.38 133488.40 43905 -41101.98
145894.02 147807.02 43905 -41992.00
144606.49 145688.03 43905 -42823.46
142571.08 144653.30 43905 -41822.78
160271.95 163608.17 43905 -40568.78
112958.08 113543.38 43905 -43319.69
90816.71 90169.42 43905 -44552.30
119813.25 121533.11 43905 -42185.13
107994.88 106127.88 43905 -45772.00
133092.73 125613.44 43905 -51384.29
100295.14 99940.83 43905 -44259.31
99614.99 96255.71 43905 -47264.28
143728.84 143103.33 43905 -44530.52
108524.68 105342.72 43905 -47086.96
128295.03 130332.48 43905 -41867.55
113848.59 114117.84 43905 -43635.76
165852.53 162093.13 43905 -47664.40
247601.70 242523.77 43905 -48982.93
126990.18 124528.29 43905 -46366.89
191322.11 188621.78 43905 -46605.33
144299.88 147140.21 43905 -41064.67
139194.44 131868.06 43905 -51231.38
126820.79 129145.91 43905 -41579.87
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135823.01 137535.01 43905 -42192.99
63071.79 65883.33 43905 -41093.46
65091.45 60702.74 43905 -48293.71
117029.27 121699.55 43905 -39234.72
86302.61 87765.43 43905 -42442.19
325610.85 299820.44 20349 -46139.41
267077.28 272327.33 43905 -38654.95
211717.43 212323.27 43905 -43299.16
152954.31 153900.64 43905 -42958.67
187154.86 186314.22 43905 -44745.64
143231.69 141713.38 43905 -45423.31
161243.26 164064.46 43905 -41083.80
154443.98 153883.13 43905 -44465.85
305072.91 309476.80 43905 -39501.11
250318.68 249270.22 43905 -44953.46
227897.38 229472.86 43905 -42329.52
216597.33 214561.05 43905 -45941.27
192545.42 190199.83 43905 -46250.59
197196.15 198504.84 43905 -42596.30
216504.79 220308.42 43905 -40101.37
207676.62 209749.10 43905 -41832.52
299625.94 304337.67 43905 -39193.27
289709.48 296407.83 43905 -37206.64
302407.01 309097.36 43905 -37214.65
397406.56 389877.77 20349 -27877.79
85220.67 83130.16 43905 -45995.51
216811.34 218817.39 43905 -41898.95
140401.58 142826.90 43905 -41479.68
164238.15 168299.43 43905 -39843.72
143836.00 143060.69 43905 -44680.31
113346.27 114868.89 43905 -42382.37
129399.98 131198.32 43905 -42106.66
162039.41 167131.92 43905 -38812.50
132590.27 131491.82 43905 -45003.45
119670.11 117355.50 43905 -46219.61
66453.60 69823.09 43905 -40535.52
64450.19 62117.52 43905 -46237.67
177847.30 177143.08 43905 -44609.22
115524.04 83514.83 20349 -52358.21
74455.12 73842.59 43905 -44517.53
65346.14 64804.33 43905 -44446.81
78298.65 80778.14 43905 -41425.51
79188.30 78777.89 43905 -44315.40
194451.20 194386.12 43905 -43970.08
176048.44 176829.13 43905 -43124.31
187159.42 187671.43 43905 -43392.99
200712.23 201480.70 43905 -43136.53
165348.18 166272.36 43905 -42980.81
136609.22 134749.16 43905 -45765.06
117056.32 114843.41 43905 -46117.92
179172.94 180834.28 43905 -42243.65
223690.87 225671.62 43905 -41924.24 
reno_value(c('add_full_bathroom', 'remodel_kitchen',
             'replace_roof'), 'low')
## Warning in if (str_detect(upgrade, "Error") | str_detect(budget, "Error")) {:
## the condition has length > 1 and only the first element will be used
## Note: Remodeling kitchens that are already of excellent quality (i.e., "Ex") will not increase the estimated sale price.
ï..Order PID Full.Bath Year.Remod.Add SalePrice Reno.Cost
1 526301100 2 2010 215000 23614
2 526350040 2 2010 105000 23614
3 526351010 2 2010 172000 23614
4 526353030 3 2010 244000 11057
5 527105010 3 2010 189900 23614
6 527105030 3 2010 195500 23614
7 527127150 3 2010 213500 23614
8 527145080 3 2010 191500 23614
9 527146030 3 2010 236500 23614
10 527162130 3 2010 189000 23614
11 527163010 3 2010 175900 23614
12 527165230 3 2010 185000 23614
13 527166040 3 2010 180400 23614
14 527180040 2 2010 171500 23614
15 527182190 2 2010 212000 23614
16 527216070 4 2010 538000 11057
17 527225035 3 2010 164000 23614
18 527258010 2 2010 394432 11057
19 527276150 2 2010 141000 23614
20 527302110 3 2010 210000 23614
21 527358140 3 2010 190000 23614
22 527358200 3 2010 170000 23614
23 527368020 3 2010 216000 23614
24 527402200 2 2010 149000 23614
25 527402250 2 2010 149900 23614
26 527403020 2 2010 142000 23614
27 527404120 2 2010 126000 23614
28 527425090 2 2010 115000 23614
29 527427230 3 2010 184000 23614
30 527451180 2 2010 96000 23614
31 527451330 2 2010 105500 23614
32 527451410 2 2010 88000 23614
33 527452190 3 2010 127500 23614
34 527453130 3 2010 149900 23614
35 527453150 2 2010 120000 23614
36 527454200 3 2010 146000 23614
37 528108120 3 2010 376162 11057
38 528112020 3 2010 306000 23614
39 528120060 3 2010 395192 11057
40 528120090 3 2010 290941 23614
41 528120100 3 2010 220000 23614
42 528120120 3 2010 275000 11057
43 528138020 3 2010 259000 11057
44 528138060 3 2010 214000 23614
45 528150070 3 2010 611657 11057
46 528175010 3 2010 224000 23614
47 528176010 3 2010 500000 11057
48 528176070 3 2010 320000 23614
49 528180070 3 2010 319900 11057
50 528181050 3 2010 205000 23614
51 528188120 3 2010 175500 23614
52 528218150 3 2010 199500 23614
53 528228285 3 2010 160000 23614
54 528228440 3 2010 192000 23614
55 528231020 3 2010 184500 23614
56 528240070 3 2010 216500 23614
57 528240130 3 2010 185088 23614
58 528250100 3 2010 180000 23614
59 528292020 3 2010 222500 23614
60 528328100 3 2010 333168 23614
61 528344070 3 2010 355000 23614
62 528358010 3 2010 260400 23614
63 528363130 3 2010 325000 23614
64 528382020 3 2010 290000 23614
65 528382030 3 2010 221000 23614
66 528386040 3 2010 410000 23614
67 528445060 3 2010 221500 23614
68 528456160 3 2010 204500 23614
69 528458070 3 2010 215200 23614
70 528458110 3 2010 262500 23614
71 528477080 3 2010 254900 23614
72 528480090 3 2010 271500 23614
73 531367050 3 2010 233000 23614
74 531369060 3 2010 181000 23614
75 531380080 3 2010 205000 23614
76 531451110 3 2010 143000 23614
77 531451280 3 2010 189000 23614
78 531452020 3 2010 99500 23614
79 531452050 2 2010 125000 23614
80 531452180 3 2010 194500 23614
81 531453010 3 2010 152000 23614
82 531453040 3 2010 171000 23614
83 531477050 2 2010 67500 23614
84 532351140 3 2010 112000 23614
85 532354090 2 2010 148000 23614
86 532376160 2 2010 138500 23614
87 532377060 2 2010 122000 23614
88 532377100 2 2010 133000 23614
89 532378110 2 2010 127000 23614
90 532479070 3 2010 169000 23614
91 533130020 3 2010 190000 23614
92 533130130 3 2010 362500 23614
93 533130160 3 2010 285000 23614
94 533205060 3 2010 260000 23614
95 533208090 3 2010 190000 23614
96 533210060 3 2010 155000 23614
97 533212010 3 2010 151000 23614
98 533212020 3 2010 149500 23614
99 533212060 3 2010 152000 23614
100 533213030 3 2010 222000 23614
101 533221090 3 2010 177500 23614
102 533221110 3 2010 177000 23614
103 533223020 3 2010 155000 23614
104 533223100 3 2010 147110 23614
105 533238045 2 2010 267916 23614
106 533244030 3 2010 254000 23614
107 533253060 2 2010 155000 23614
108 533253210 2 2010 206000 23614
109 533352170 3 2010 130500 23614
110 534102025 3 2010 230000 23614
111 534129040 3 2010 218500 23614
112 534151175 3 2010 243500 23614
113 534152050 3 2010 205000 23614
114 534152070 4 2010 212500 23614
115 534152100 3 2010 196500 23614
116 534176060 2 2010 197500 23614
117 534176230 2 2010 171000 23614
118 534202160 2 2010 142250 23614
119 534251320 2 2010 143000 23614
120 534276360 2 2010 128950 23614
121 534401110 2 2010 159000 23614
122 534401140 3 2010 178900 23614
123 534403360 3 2010 136300 23614
124 534403410 2 2010 180500 23614
125 534425310 2 2010 137500 23614
126 534427010 3 2010 84900 23614
127 534430080 2 2010 142125 23614
128 534431050 3 2010 197600 23614
129 534431070 3 2010 172500 23614
130 534450180 2 2010 116500 23614
131 534451150 2 2010 76500 23614
132 534475100 2 2010 128000 23614
133 534476260 2 2010 153000 23614
134 534479320 2 2010 132000 23614
135 535101020 2 2010 178000 23614
136 535106190 3 2010 154300 23614
137 535125010 3 2010 180000 23614
138 535126040 3 2010 190000 23614
139 535152010 3 2010 135000 23614
140 535152050 3 2010 214000 23614
141 535152130 2 2010 136000 23614
142 535152150 2 2010 165500 23614
143 535152250 2 2010 145000 23614
144 535153070 2 2010 148000 23614
145 535154050 2 2010 142000 23614
146 535175070 2 2010 167500 23614
147 535175180 2 2010 108538 23614
148 535179020 2 2010 159500 23614
149 535180130 2 2010 108000 23614
150 535302080 2 2010 135000 23614
151 535302200 2 2010 122500 23614
152 535304060 2 2010 119000 23614
153 535304180 2 2010 109000 23614
154 535325400 2 2010 105000 23614
155 535327140 2 2010 107500 23614
156 535350030 2 2010 144900 23614
157 535350040 2 2010 129000 23614
158 535353190 2 2010 97500 23614
159 535377090 1 2010 144000 23614
160 535401080 2 2010 162000 23614
161 535425010 3 2010 242000 23614
162 535450210 2 2010 132000 23614
163 535453070 2 2010 154000 23614
164 535454070 3 2010 166000 23614
165 535456110 2 2010 134800 23614
166 535457010 2 2010 160000 23614
167 535457090 2 2010 148000 23614
168 535476350 2 2010 192000 23614
169 535477020 2 2010 155000 23614
170 902102100 2 2010 80400 23614
171 902104060 2 2010 96500 23614
172 902106130 2 2010 109500 23614
173 902106140 2 2010 115000 23614
174 902110090 2 2010 143000 23614
175 902125080 3 2010 107400 23614
176 902125160 2 2010 80000 23614
177 902128170 2 2010 119000 23614
178 902206040 2 2010 130000 23614
179 902206130 2 2010 119000 23614
180 902206220 2 2010 129000 23614
181 902206240 2 2010 100000 23614
182 902207130 2 2010 12789 23614
183 902207140 2 2010 105900 23614
184 902305110 3 2010 150000 23614
185 902327040 3 2010 139000 23614
186 902329030 4 2010 240000 23614
187 902401060 3 2010 76500 23614
188 902402010 2 2010 149700 23614
189 902402130 2 2010 125500 23614
190 902402250 3 2010 122500 23614
191 902403070 2 2010 140750 23614
192 903204040 2 2010 128500 23614
193 903206120 2 2010 209500 23614
194 903225150 2 2010 87000 23614
195 903226160 2 2010 134000 23614
196 903227020 2 2010 128000 23614
197 903227150 2 2010 132000 23614
198 903228150 2 2010 139900 23614
199 903232190 2 2010 123900 23614
200 903233120 3 2010 138400 23614
201 903234050 2 2010 109500 23614
202 903425110 3 2010 140000 23614
203 903426180 2 2010 149500 23614
204 903426200 2 2010 159900 23614
205 903430080 2 2010 122000 23614
206 903450110 2 2010 110000 23614
207 903454060 3 2010 55000 23614
208 903476030 3 2010 140000 23614
209 904100140 3 2010 244400 23614
210 904101110 3 2010 173000 23614
211 904300150 2 2010 107500 23614
212 904302260 2 2010 100000 23614
213 904350045 2 2010 95000 23614
214 904351040 2 2010 93369 23614
215 904352190 3 2010 114900 23614
216 905101100 2 2010 94000 23614
217 905101300 3 2010 136000 23614
218 905101310 3 2010 136500 23614
219 905102060 2 2010 131500 23614
220 905103060 2 2010 121500 23614
221 905104210 2 2010 125000 23614
222 905105070 2 2010 154000 23614
223 905105200 2 2010 137900 23614
224 905106140 2 2010 158000 23614
225 905106170 2 2010 137250 23614
226 905107110 2 2010 160250 23614
227 905107250 2 2010 163000 23614
228 905107320 3 2010 158900 23614
229 905109130 3 2010 328000 23614
230 905109170 2 2010 270000 23614
231 905201030 2 2010 85000 23614
232 905202090 3 2010 128000 23614
233 905325030 1 2010 260000 23614
234 905352140 3 2010 230000 23614
235 905378040 3 2010 124000 23614
236 905426060 2 2010 83000 23614
237 905426200 2 2010 144500 23614
238 905451320 2 2010 129000 23614
239 905452110 2 2010 127000 23614
240 905452160 2 2010 128000 23614
241 905453040 3 2010 186000 23614
242 905453080 2 2010 308030 23614
243 905475510 3 2010 114000 23614
244 905478190 2 2010 84900 23614
245 906201030 3 2010 178000 23614
246 906201120 2 2010 270000 23614
247 906204230 3 2010 218000 23614
248 906223090 3 2010 236000 23614
249 906225210 2 2010 147000 23614
250 906378100 3 2010 245350 23614
251 906380190 3 2010 206000 23614
252 906385010 3 2010 198900 23614
253 906385020 3 2010 187000 23614
254 906402200 4 2010 320000 23614
255 906425045 3 2010 138500 23614
256 906477110 2 2010 155000 23614
257 907125090 2 2010 159000 23614
258 907180050 3 2010 191000 23614
259 907185060 3 2010 200500 23614
260 907200280 2 2010 150000 23614
261 907200290 2 2010 161750 23614
262 907200340 2 2010 128200 23614
263 907203070 2 2010 127000 23614
264 907250030 3 2010 318000 23614
265 907252120 3 2010 272000 23614
266 907262050 3 2010 237000 23614
267 907280040 3 2010 240000 23614
268 907290040 3 2010 224900 23614
269 907290170 2 2010 143750 23614
270 907290240 2 2010 143000 23614
271 907401090 3 2010 232000 23614
272 907410080 3 2010 213000 23614
273 907414030 3 2010 185500 23614
274 908102060 2 2010 84900 23614
275 908102110 2 2010 155891 23614
276 908102130 3 2010 100000 23614
277 908102170 2 2010 144000 23614
278 908102300 2 2010 64000 23614
279 908103350 2 2010 125200 23614
280 908152080 2 2010 107000 23614
281 908203100 2 2010 90000 23614
282 908208020 3 2010 140000 23614
283 908225320 2 2010 113000 23614
284 908226130 2 2010 80000 23614
285 908275300 2 2010 144500 23614
286 909100080 3 2010 104000 23614
287 909100110 2 2010 128000 23614
288 909101070 2 2010 58500 23614
289 909176140 3 2010 127000 23614
290 909176150 2 2010 126000 23614
291 909177100 4 2010 160000 23614
292 909250030 2 2010 100000 23614
293 909250060 3 2010 169000 23614
294 909281080 2 2010 257500 23614
295 909426080 3 2010 215000 23614
296 909427230 3 2010 266500 23614
297 909428280 3 2010 335000 11057
298 909452114 3 2010 203135 23614
299 909455030 2 2010 185000 23614
300 909455040 3 2010 162500 23614
301 909475140 3 2010 289000 23614
302 910202060 2 2010 125500 23614
303 910203250 2 2010 82000 23614
304 910205120 2 2010 110000 23614
305 911128180 2 2010 68400 23614
306 911202100 2 2010 102776 23614
307 911204090 2 2010 55993 23614
308 911204100 2 2010 50138 23614
309 911370510 3 2010 246000 23614
310 914467040 3 2010 254900 23614
311 914475090 3 2010 190000 23614
312 914476520 3 2010 201000 23614
313 914478045 2 2010 169900 23614
314 914478110 4 2010 170000 23614
315 916125360 2 2010 160000 23614
316 916386010 3 2010 220000 23614
317 916386020 3 2010 179781 23614
318 916386060 3 2010 174000 23614
319 916386090 3 2010 269500 11057
320 916455170 3 2010 214900 23614
321 916475110 3 2010 202900 23614
322 921128020 3 2010 378500 11057
323 923201020 2 2010 169000 23614
324 923202105 3 2010 173500 23614
325 923204150 3 2010 139000 23614
326 923205015 3 2010 166500 23614
327 923225300 2 2010 83500 23614
328 923225390 2 2010 119500 23614
329 923225440 2 2010 85000 23614
330 923226250 2 2010 76000 23614
331 923226320 2 2010 75500 23614
332 923228270 2 2010 88250 23614
333 923228370 2 2010 85500 23614
334 923230190 2 2010 130000 23614
335 923251080 2 2010 157900 23614
336 923276030 2 2010 149900 23614
337 923276250 5 2010 159000 23614
338 923426070 2 2010 136000 23614
339 924100050 3 2010 161000 23614
340 924151040 3 2010 285000 23614
341 924152030 3 2010 231000 23614
342 526302110 2 2010 124500 23614
343 526351100 3 2010 157000 23614
344 526355080 3 2010 345000 11057
345 527105070 3 2010 189500 23614
346 527105130 3 2010 270000 23614
347 527107130 3 2010 189000 23614
348 527108070 3 2010 377500 11057
349 527110020 3 2010 168500 23614
350 527127100 3 2010 375000 23614
351 527131030 3 2010 278000 11057
352 527132090 3 2010 240000 23614
353 527146010 3 2010 239500 23614
354 527161040 3 2010 177500 23614
355 527162110 3 2010 185000 23614
356 527162120 3 2010 191000 23614
357 527163040 3 2010 178000 23614
358 527163070 3 2010 185000 23614
359 527163130 3 2010 181316 23614
360 527164020 3 2010 166000 23614
361 527164060 3 2010 178000 23614
362 527164090 3 2010 174000 23614
363 527165130 3 2010 173000 23614
364 527166010 3 2010 225000 23614
365 527180100 3 2010 180500 23614
366 527182110 2 2010 187500 23614
367 527214050 3 2010 501837 11057
368 527254020 3 2010 372500 23614
369 527258020 3 2010 260000 23614
370 527276160 3 2010 185000 23614
371 527301320 3 2010 260000 11057
372 527302175 3 2010 181000 23614
373 527326040 3 2010 82500 23614
374 527326150 3 2010 215000 23614
375 527352150 3 2010 154000 23614
376 527353020 3 2010 200000 23614
377 527353060 3 2010 249000 23614
378 527354100 3 2010 187500 23614
379 527354200 3 2010 184000 23614
380 527355150 3 2010 278000 23614
381 527356040 3 2010 157000 23614
382 527359050 3 2010 152000 23614
383 527359180 3 2010 197500 23614
384 527364030 3 2010 240900 11057
385 527365030 3 2010 263435 23614
386 527366030 3 2010 220000 23614
387 527368010 3 2010 235000 23614
388 527375100 3 2010 213000 23614
389 527375180 3 2010 167900 23614
390 527375210 3 2010 158000 23614
391 527376100 3 2010 165000 23614
392 527378140 3 2010 158000 23614
393 527401160 3 2010 136000 23614
394 527402220 2 2010 148500 23614
395 527403040 2 2010 156000 23614
396 527404020 2 2010 128000 23614
397 527404030 2 2010 143000 23614
398 527405130 2 2010 76500 23614
399 527405160 2 2010 120500 23614
400 527405180 2 2010 124500 23614
401 527425060 2 2010 97000 23614
402 527425110 2 2010 130000 23614
403 527450280 2 2010 111000 23614
404 527451110 2 2010 125000 23614
405 527451320 3 2010 112000 23614
406 527451540 2 2010 97000 23614
407 527451640 2 2010 118000 23614
408 527451650 3 2010 119500 23614
409 527452060 3 2010 143750 23614
410 527453050 3 2010 146000 23614
411 527453060 3 2010 148500 23614
412 527453140 3 2010 123000 23614
413 527454050 3 2010 147000 23614
414 527454130 3 2010 137900 23614
415 527455050 3 2010 147000 23614
416 527455060 3 2010 148500 23614
417 527455080 3 2010 138000 23614
418 527455090 2 2010 128500 23614
419 527455240 2 2010 100000 23614
420 527455280 2 2010 148800 23614
421 528102040 3 2010 337500 11057
422 528102140 4 2010 462000 11057
423 528104070 4 2010 485000 11057
424 528106020 3 2010 555000 11057
425 528106070 3 2010 325000 11057
426 528108010 3 2010 256300 23614
427 528108020 3 2010 253293 11057
428 528108040 3 2010 398800 11057
429 528108070 3 2010 335000 11057
430 528108130 3 2010 404000 11057
431 528108140 3 2010 402861 11057
432 528110010 3 2010 451950 11057
433 528110020 3 2010 610000 11057
434 528110090 4 2010 582933 11057
435 528112040 3 2010 360000 11057
436 528116010 3 2010 296000 23614
437 528118060 3 2010 409900 11057
438 528120020 3 2010 255500 23614
439 528120030 3 2010 335000 11057
440 528120160 3 2010 274900 11057
441 528120170 3 2010 300000 11057
442 528138010 3 2010 324000 11057
443 528142040 3 2010 350000 11057
444 528142090 3 2010 280000 23614
445 528142130 3 2010 284000 23614
446 528142150 3 2010 269500 23614
447 528144020 3 2010 233170 23614
448 528166060 3 2010 386250 11057
449 528166090 3 2010 445000 11057
450 528168030 4 2010 290000 23614
451 528172060 3 2010 255900 23614
452 528174050 3 2010 213000 23614
453 528174060 3 2010 196000 23614
454 528174070 3 2010 184500 23614
455 528175050 3 2010 212500 23614
456 528175060 3 2010 230000 23614
457 528176030 3 2010 552000 11057
458 528178010 3 2010 382500 11057
459 528180120 3 2010 320000 11057
460 528180130 3 2010 248500 11057
461 528186010 3 2010 286500 23614
462 528186180 3 2010 254000 23614
463 528188020 3 2010 173000 23614
464 528188060 3 2010 173000 23614
465 528218090 3 2010 184000 23614
466 528220040 3 2010 167800 23614
467 528221060 3 2010 174000 23614
468 528221070 3 2010 174000 23614
469 528228290 3 2010 174000 23614
470 528228295 3 2010 175900 23614
471 528228435 3 2010 192500 23614
472 528228450 3 2010 181000 23614
473 528228455 3 2010 180000 23614
474 528228460 3 2010 160200 23614
475 528235010 3 2010 188500 23614
476 528235090 3 2010 200000 23614
477 528235200 3 2010 170000 23614
478 528240030 3 2010 189500 23614
479 528240060 3 2010 184100 23614
480 528240150 3 2010 195500 23614
481 528250020 3 2010 192000 23614
482 528250040 3 2010 178000 23614
483 528253010 3 2010 207500 23614
484 528275070 3 2010 236000 23614
485 528275160 3 2010 257500 23614
486 528280230 3 2010 244000 23614
487 528290030 3 2010 167000 23614
488 528290120 3 2010 179000 23614
489 528290180 3 2010 190000 23614
490 528290190 3 2010 156000 23614
491 528292030 3 2010 245000 23614
492 528292040 3 2010 181000 23614
493 528292070 3 2010 214000 23614
494 528294050 3 2010 168000 23614
495 528315090 3 2010 337000 23614
496 528321010 3 2010 403000 11057
497 528327070 3 2010 327000 23614
498 528344040 3 2010 340000 23614
499 528344100 3 2010 336000 23614
500 528354050 3 2010 265000 23614
501 528363050 3 2010 315000 23614
502 528365070 3 2010 260000 23614
503 528385050 3 2010 260000 23614
504 528387030 3 2010 263550 23614
505 528390100 3 2010 402000 23614
506 528390210 3 2010 248000 23614
507 528427020 3 2010 244600 23614
508 528431020 3 2010 275000 23614
509 528431070 3 2010 257500 23614
510 528435030 3 2010 287090 11057
511 528435050 3 2010 275500 23614
512 528439060 3 2010 245000 23614
513 528441020 3 2010 253000 23614
514 528441090 3 2010 468000 11057
515 528456180 3 2010 252678 23614
516 528456220 3 2010 210000 23614
517 528456240 3 2010 208300 23614
518 528458020 3 2010 225000 23614
519 528458040 3 2010 229456 23614
520 528458060 3 2010 229800 23614
521 528458140 3 2010 250000 23614
522 528458160 3 2010 370878 11057
523 528458180 3 2010 238500 23614
524 528477050 3 2010 310000 11057
525 528477070 3 2010 270000 23614
526 528480040 3 2010 252000 23614
527 528480130 3 2010 241000 23614
528 528480170 3 2010 264500 23614
529 528482040 3 2010 291000 11057
530 528482130 3 2010 263000 23614
531 528488100 3 2010 185000 23614
532 528490040 3 2010 234500 23614
533 528490070 3 2010 209000 23614
534 531363010 2 2010 159000 23614
535 531363030 2 2010 152000 23614
536 531363050 2 2010 143500 23614
537 531369010 3 2010 193000 23614
538 531369020 3 2010 203000 23614
539 531371050 3 2010 184900 23614
540 531375040 2 2010 159000 23614
541 531375090 2 2010 142000 23614
542 531375130 3 2010 153000 23614
543 531376090 3 2010 224243 23614
544 531379050 3 2010 220000 23614
545 531382070 3 2010 257000 23614
546 531385020 3 2010 189000 23614
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orig_predicted_sale_price new_predicted_sale_price remodeling_costs net
227867.83 229652.81 23614 -21829.0214
110585.45 109879.18 23614 -24320.2770
170769.99 174630.98 23614 -19753.0112
263094.22 236309.83 11057 -37841.3897
184581.02 182794.52 23614 -25400.5026
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182156.35 184861.41 23614 -20908.9428
251552.73 260070.30 23614 -15096.4373
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538557.87 537100.44 11057 -12514.4323
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403477.78 386779.52 11057 -27755.2605
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195492.32 198914.40 23614 -20191.9164
222875.40 226101.50 23614 -20387.8982
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166635.86 161790.02 23614 -28459.8368
143014.00 143039.11 23614 -23588.8867
120604.30 120003.45 23614 -24214.8459
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158505.97 158827.32 23614 -23292.6549
90437.67 88920.46 23614 -25131.2136
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118018.84 115736.42 23614 -25896.4268
150565.54 153893.90 23614 -20285.6358
118575.49 120000.53 23614 -22188.9591
147005.25 145951.10 23614 -24668.1431
362965.70 357621.98 11057 -16400.7181
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190994.68 192515.69 23614 -22092.9862
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297087.94 299266.11 23614 -21435.8382
330453.65 334151.30 23614 -19916.3538
324042.62 325544.80 23614 -22111.8241
249585.34 245214.03 23614 -27985.3044
373762.39 383312.52 23614 -14063.8742
205903.88 205968.52 23614 -23549.3615
200085.65 202171.03 23614 -21528.6268
229075.70 228435.62 23614 -24254.0837
258547.22 263399.13 23614 -18762.0976
244247.88 247260.57 23614 -20601.3081
263854.14 269032.29 23614 -18435.8494
222824.35 226090.21 23614 -20348.1412
216315.58 217691.47 23614 -22238.1084
212536.11 213137.23 23614 -23012.8859
122326.14 119396.95 23614 -26543.1908
210173.76 210015.63 23614 -23772.1289
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106830.23 103551.36 23614 -26892.8731
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148118.70 147217.08 23614 -24515.6168
168056.20 167399.72 23614 -24270.4844
83243.45 82205.35 23614 -24652.0916
103953.20 102362.53 23614 -25204.6749
143680.97 144068.65 23614 -23226.3174
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143067.96 140020.30 23614 -26661.6619
204811.86 203490.35 23614 -24935.5105
277897.91 279510.36 23614 -22001.5562
315729.87 317498.24 23614 -21845.6310
292674.01 294897.34 23614 -21390.6686
247316.12 251367.55 23614 -19562.5747
131870.54 130074.89 23614 -25409.6534
161476.30 161069.14 23614 -24021.1648
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150592.85 149891.07 23614 -24315.7820
155560.07 154675.41 23614 -24498.6671
314069.66 337214.10 23614 -469.5599
165020.42 165124.91 23614 -23509.5096
209619.12 209553.28 23614 -23679.8361
165203.02 167411.47 23614 -21405.5531
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236853.91 240625.73 23614 -19842.1846
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201608.78 203051.31 23614 -22171.4674
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168691.07 172808.22 23614 -19496.8479
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149408.27 150482.67 23614 -22539.6066
140615.50 137055.43 23614 -27174.0785
80469.45 79753.27 23614 -24330.1809
115698.93 115925.57 23614 -23387.3580
156324.78 158181.69 23614 -21757.0910
147649.51 149902.58 23614 -21360.9242
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185024.24 186125.92 23614 -22512.3251
227251.35 230923.34 23614 -19942.0103
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104053.11 102226.42 23614 -25440.6925
234266.44 235139.95 23614 -22740.4904
144973.09 147027.31 23614 -21559.7803
187189.77 193735.60 23614 -17068.1770
129448.22 130428.09 23614 -22634.1275
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160271.95 161721.71 23614 -22164.2347
112958.08 112750.21 23614 -23821.8678
90816.71 90619.51 23614 -23811.2025
119813.25 120126.93 23614 -23300.3160
107994.88 106724.27 23614 -24884.6031
133092.73 131642.48 23614 -25064.2468
100295.14 98149.12 23614 -25760.0125
99614.99 95093.97 23614 -28135.0138
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108524.68 103673.54 23614 -28465.1377
128295.03 129617.51 23614 -22291.5159
113848.59 112879.98 23614 -24582.6143
165852.53 165470.66 23614 -23995.8719
247601.70 243578.56 23614 -27637.1417
126990.18 123130.36 23614 -27473.8167
191322.11 194235.12 23614 -20700.9897
144299.88 146537.35 23614 -21376.5300
139194.44 138120.96 23614 -24687.4794
126820.79 127518.20 23614 -22916.5861
164990.85 167528.54 23614 -21076.3141
212618.06 212154.01 23614 -24078.0469
168074.48 168083.26 23614 -23605.2151
139341.97 139378.21 23614 -23577.7619
115942.03 113981.46 23614 -25574.5715
95605.12 99774.30 23614 -19444.8246
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135362.29 135236.17 23614 -23740.1204
136225.77 134660.97 23614 -25178.8006
127816.72 125313.85 23614 -26116.8636
171882.26 172664.93 23614 -22831.3343
95878.38 95710.56 23614 -23781.8211
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120520.43 118902.34 23614 -25232.0878
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120407.82 124094.03 23614 -19927.7953
129265.86 134074.06 23614 -18805.8006
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155341.30 153530.58 23614 -25424.7184
190787.25 187694.26 23614 -26706.9893
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117201.60 118579.15 23614 -22236.4472
140137.41 143034.35 23614 -20717.0630
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131056.00 132230.04 23614 -22439.9604
124899.94 122488.83 23614 -26025.1107
135676.05 137088.53 23614 -22201.5256
102855.11 105670.57 23614 -20798.5454
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124400.58 122797.67 23614 -25216.9065
105883.98 102764.97 23614 -26733.0112
76433.03 78127.20 23614 -21919.8392
133523.73 135580.14 23614 -21557.5891
215415.62 219049.27 23614 -19980.3520
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107500.00 107500.00 23614 -23614.0000
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108337.74 106446.65 23614 -25505.0960
70786.23 68154.56 23614 -26245.6746
115216.19 114978.49 23614 -23851.7055
77975.22 75431.37 23614 -26157.8525
127333.13 126706.25 23614 -24240.8818
110204.79 110633.16 23614 -23185.6352
130012.79 130468.32 23614 -23158.4743
161772.98 161693.10 23614 -23693.8771
106387.84 106210.91 23614 -23790.9303
178394.07 179625.49 23614 -22382.5846
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152560.30 153788.03 23614 -22386.2793
158346.59 159007.79 23614 -22952.8052
177053.92 175384.28 23614 -25283.6430
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65604.23 65482.29 23614 -23735.9369
117054.08 115835.52 23614 -24832.5654
210510.08 212259.52 23614 -21864.5649
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162813.72 158088.01 23614 -28339.7020
57814.39 55140.46 23614 -26287.9297
153172.57 155318.31 23614 -21468.2602
132895.83 135491.53 23614 -21018.3074
144705.80 144717.61 23614 -23602.1872
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95161.17 95031.62 23614 -23743.5492
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193545.61 193909.53 23614 -23250.0892
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160272.16 162020.46 23614 -21865.7014
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168772.52 168582.12 23614 -23804.4006
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286157.64 293842.64 23614 -15929.0025
122327.42 119287.93 23614 -26653.4864
149008.42 151322.68 23614 -21299.7406
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184451.08 182880.42 23614 -25184.6577
185990.60 188257.76 23614 -21346.8475
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149571.03 149811.92 23614 -23373.1100
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284793.00 294450.38 23614 -13956.6181
257184.52 260081.84 23614 -20716.6758
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216259.98 217925.81 23614 -21948.1622
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212188.93 214775.05 23614 -21027.8795
170332.49 171235.73 23614 -22710.7613
76994.17 71129.27 23614 -29478.8932
98920.10 100950.23 23614 -21583.8671
93957.88 93640.52 23614 -23931.3564
183762.88 184922.83 23614 -22454.0493
100408.36 101901.54 23614 -22120.8262
115595.29 115602.44 23614 -23606.8524
134544.38 134789.53 23614 -23368.8521
88616.38 92019.21 23614 -20211.1666
140013.67 137061.36 23614 -26566.3090
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72812.25 69789.28 23614 -26636.9644
154468.01 153283.35 23614 -24798.6577
112225.88 106569.03 23614 -29270.8527
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287159.24 308785.65 23614 -1987.5928
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65728.56 65068.44 23614 -24274.1202
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86422.59 86504.82 23614 -23531.7695
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178828.93 179078.01 23614 -23364.9177
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272352.61 243783.94 11057 -39625.6750
236224.95 240518.84 23614 -19320.1059
212663.55 214028.20 23614 -22249.3505
340788.86 330750.53 11057 -21095.3301
139291.93 138123.82 23614 -24782.1180
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139265.93 140768.77 23614 -22111.1603
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89553.18 88258.67 23614 -24908.5097
155757.33 157252.22 23614 -22119.1165
61920.93 58078.55 23614 -27456.3816
78672.14 80421.87 23614 -21864.2647
65453.46 68443.69 23614 -20623.7767
62648.17 62712.40 23614 -23549.7757
81841.62 80913.56 23614 -24542.0579
128987.00 124855.06 23614 -27745.9339
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168191.09 168032.73 23614 -23772.3598
256089.01 259989.91 23614 -19713.1091
211668.15 213489.28 23614 -21792.8663
112730.99 112263.42 23614 -24081.5766
189734.37 192203.20 23614 -21145.1731
299064.45 271353.41 11057 -38768.0403
192014.00 190273.68 23614 -25354.3228
276253.62 281506.38 23614 -18361.2348
157222.29 154927.99 23614 -25908.3028
346333.15 333620.18 11057 -23769.9728
154320.47 151953.14 23614 -25981.3293
337546.66 350263.84 23614 -10896.8218
304863.77 287363.28 11057 -28557.4887
206379.83 211451.86 23614 -18541.9707
236788.65 244681.04 23614 -15721.6071
171573.33 169006.81 23614 -26180.5234
172671.98 169948.11 23614 -26337.8723
186253.56 183740.88 23614 -26126.6740
182251.07 180786.91 23614 -25078.1564
221786.80 237775.58 23614 -7625.2235
181573.02 182892.42 23614 -22294.5988
153504.85 153635.67 23614 -23483.1814
174863.56 173928.65 23614 -24548.9080
149730.86 146917.63 23614 -26427.2213
162421.77 163882.90 23614 -22152.8774
248516.40 249546.66 23614 -22583.7406
128107.15 125285.25 23614 -26435.9008
246436.43 257662.94 23614 -12387.4900
482389.68 479267.60 11057 -14179.0777
309396.58 316431.92 23614 -16578.6551
318789.84 326950.04 23614 -15453.8079
153539.49 151844.52 23614 -25308.9683
294195.70 269138.70 11057 -36113.9955
170019.07 164597.92 23614 -29035.1473
175322.37 175446.24 23614 -23490.1298
239806.17 244793.98 23614 -18626.1901
177640.33 179605.28 23614 -21649.0410
170032.81 167115.57 23614 -26531.2405
224726.91 229138.17 23614 -19202.7407
193060.97 194079.36 23614 -22595.6042
179004.99 175742.73 23614 -26876.2562
366176.44 373797.58 23614 -15992.8659
164726.66 162320.23 23614 -26020.4285
147170.94 145189.16 23614 -25595.7814
221647.83 224743.72 23614 -20518.1162
299467.88 279667.70 11057 -30857.1722
247743.27 250026.48 23614 -21330.7976
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152752.46 152923.57 23614 -23442.8820
132357.17 131256.40 23614 -24714.7755
134067.27 134409.65 23614 -23271.6197
134160.12 133428.21 23614 -24345.9117
151615.43 151123.14 23614 -24106.2863
144857.23 143759.58 23614 -24711.6511
147354.94 148733.59 23614 -22235.3544
147118.53 146993.46 23614 -23739.0710
137435.26 137800.52 23614 -23248.7400
158126.88 160336.28 23614 -21404.6034
175345.12 177536.64 23614 -21422.4819
189149.95 188344.42 23614 -24419.5342
146840.77 148191.46 23614 -22263.3086
105580.79 104637.97 23614 -24556.8210
156478.15 150538.08 23614 -29554.0727
194466.81 194061.52 23614 -24019.2920
156234.72 157201.03 23614 -22647.6820
178883.57 181507.64 23614 -20989.9240
135538.33 135449.55 23614 -23702.7853
132882.76 131164.51 23614 -25332.2514
180722.64 150612.88 11057 -41166.7542
147216.53 149903.24 23614 -20927.2886
117941.04 119127.40 23614 -22427.6411
142047.06 142871.36 23614 -22789.7003
149552.93 153888.54 23614 -19278.3978
112866.96 112797.98 23614 -23682.9818
85225.89 86360.75 23614 -22479.1408
105751.53 106458.24 23614 -22907.2893
108654.87 105571.90 23614 -26696.9695
164812.11 164237.75 23614 -24188.3641
119432.79 119440.00 23614 -23606.7908
146016.21 148553.92 23614 -21076.2904
124521.36 125659.65 23614 -22475.7149
124102.07 123862.18 23614 -23853.8899
140315.64 140437.94 23614 -23491.7005
112733.48 109907.08 23614 -26440.3990
120962.54 119858.61 23614 -24717.9313
139946.40 140579.05 23614 -22981.3502
122095.33 121518.76 23614 -24190.5695
198462.49 203031.86 23614 -19044.6284
113273.48 113690.68 23614 -23196.7913
238418.29 246118.92 23614 -15913.3659
139549.84 140847.17 23614 -22316.6752
131605.11 131105.28 23614 -24113.8296
150918.42 152565.47 23614 -21966.9538
158309.57 159133.78 23614 -22789.7869
147077.92 148142.92 23614 -22548.9992
166038.37 166510.53 23614 -23141.8353
167826.62 171652.46 23614 -19788.1604
153816.05 153975.17 23614 -23454.8880
167660.34 165695.16 23614 -25579.1793
122244.42 119315.02 23614 -26543.3935
151878.54 149448.44 23614 -26044.1010
166294.36 167464.40 23614 -22443.9575
122483.94 123449.87 23614 -22648.0673
125725.84 121087.09 23614 -28252.7556
148419.24 153158.14 23614 -18875.1000
114746.31 116109.98 23614 -22250.3294
141113.42 142031.84 23614 -22695.5755
132582.11 133383.52 23614 -22812.5844
128168.82 125265.15 23614 -26517.6692
181529.11 177357.48 23614 -27785.6265
135134.64 131161.52 23614 -27587.1261
188517.58 192646.81 23614 -19484.7736
123686.23 125563.40 23614 -21736.8291
108525.07 109173.55 23614 -22965.5159
109188.80 111352.59 23614 -21450.2181
113403.73 112190.64 23614 -24827.0914
48218.00 52756.40 23614 -19075.5980
70498.37 72031.33 23614 -22081.0322
102257.55 96434.27 23614 -29437.2740
143414.48 150111.39 23614 -16917.0916
150674.47 164778.78 23614 -9509.6887
111936.70 110797.26 23614 -24753.4459
103015.82 104345.12 23614 -22284.7034
134485.30 135688.72 23614 -22410.5817
170747.46 171494.73 23614 -22866.7255
150796.78 150542.61 23614 -23868.1680
181963.37 182273.06 23614 -23304.3116
149785.10 150298.09 23614 -23101.0035
180940.38 183434.25 23614 -21120.1339
136763.80 134321.48 23614 -26056.3133
121336.62 120694.38 23614 -24256.2380
173665.78 177004.87 23614 -20274.9101
115698.81 118092.51 23614 -21220.3065
128097.62 130738.16 23614 -20973.4506
173658.42 173062.07 23614 -24210.3430
132762.19 140230.14 23614 -16146.0440
230475.60 230979.29 23614 -23110.3111
213389.63 210781.80 23614 -26221.8305
148246.36 152418.05 23614 -19442.3054
103803.06 104221.22 23614 -23195.8339
94210.38 96894.44 23614 -20929.9364
93775.43 94234.53 23614 -23154.9045
140596.94 140235.72 23614 -23975.2189
86132.48 85704.84 23614 -24041.6445
84049.38 82986.93 23614 -24676.4523
75907.61 75299.89 23614 -24221.7120
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151631.33 153227.05 23614 -22018.2875
159300.01 161592.78 23614 -21321.2246
150000.43 148105.35 23614 -25509.0760
128092.16 127650.01 23614 -24056.1508
134849.10 136079.91 23614 -22383.1859
107303.50 107020.27 23614 -23897.2273
105118.88 106717.04 23614 -22015.8423
164128.76 164134.94 23614 -23607.8196
131723.67 133665.28 23614 -21672.3894
134044.13 135603.83 23614 -22054.3014
137922.08 136855.74 23614 -24680.3399
138300.42 137209.98 23614 -24704.4407
172269.18 139698.21 11057 -43627.9699
130632.81 130608.17 23614 -23638.6455
125593.58 131663.21 23614 -17544.3699
111563.40 114430.12 23614 -20747.2770
133029.75 133741.16 23614 -22902.5853
91267.75 91881.64 23614 -23000.1145
91092.58 94224.05 23614 -20482.5338
135776.50 106579.73 11057 -40253.7684
97398.50 98461.85 23614 -22550.6518
126129.39 131637.57 23614 -18105.8214
119552.58 121028.35 23614 -22138.2255
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144526.80 151278.64 23614 -16862.1656
59031.79 58264.33 23614 -24381.4645
111634.16 113065.94 23614 -22182.2254
126243.11 122630.79 23614 -27226.3233
69407.92 71386.82 23614 -21635.1034
105215.32 109815.85 23614 -19013.4611
87837.82 89484.15 23614 -21967.6736
144918.64 141832.77 23614 -26699.8705
164744.23 157951.87 23614 -30406.3586
88864.04 88248.90 23614 -24229.1420
146744.69 145422.63 23614 -24936.0613
120316.53 120958.21 23614 -22972.3123
167781.59 178162.04 23614 -13233.5414
100842.20 103453.88 23614 -21002.3154
375330.43 350534.32 11057 -35853.1108
108293.21 114170.75 23614 -17736.4645
105142.85 107563.50 23614 -21193.3576
68742.10 66217.11 23614 -26138.9863
86678.20 87442.26 23614 -22849.9457
121182.02 121473.08 23614 -23322.9485
185290.58 183936.46 23614 -24968.1220
154922.97 161213.18 23614 -17323.7832
106505.58 107829.07 23614 -22290.5147
132824.98 136541.39 23614 -19897.5883
124607.70 125263.23 23614 -22958.4654
92096.60 93028.60 23614 -22681.9955
110100.64 111670.52 23614 -22044.1222
67194.18 68968.36 23614 -21839.8107
151713.03 155138.47 23614 -20188.5544
142494.88 143272.46 23614 -22836.4134
115574.03 117680.80 23614 -21507.2371
100083.92 101089.93 23614 -22607.9818
114152.81 114927.89 23614 -22838.9237
77145.78 79229.83 23614 -21529.9494
192872.22 195503.86 23614 -20982.3646
129840.84 128695.82 23614 -24759.0275
116589.13 115051.84 23614 -25151.2843
60650.61 60777.09 23614 -23487.5257
100707.54 100090.59 23614 -24230.9512
148404.37 145710.38 23614 -26307.9856
67562.21 71110.49 23614 -20065.7230
132739.23 135173.55 23614 -21179.6737
131779.90 129589.89 23614 -25804.0065
92843.19 93899.96 23614 -22557.2320
104866.08 105861.51 23614 -22618.5786
86719.43 86612.59 23614 -23720.8455
132389.69 132805.55 23614 -23198.1346
137817.73 137420.90 23614 -24010.8279
114499.71 116909.26 23614 -21204.4466
141997.85 147490.33 23614 -18121.5190
107819.64 110251.87 23614 -21181.7651
78044.96 75592.26 23614 -26066.7000
160311.38 155493.98 23614 -28431.3962
133242.49 131029.95 23614 -25826.5431
84759.57 83840.21 23614 -24533.3515
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177330.21 179857.04 23614 -21087.1755
152679.15 153465.58 23614 -22827.5749
114147.21 114465.63 23614 -23295.5831
143290.66 145060.96 23614 -21843.7001
163359.73 164164.38 23614 -22809.3575
155156.79 155475.91 23614 -23294.8783
179608.70 180081.69 23614 -23141.0109
158743.57 157445.74 23614 -24911.8218
182754.04 181866.64 23614 -24501.4037
149700.12 148411.32 23614 -24902.8058
156259.44 154752.64 23614 -25120.7951
183274.58 187416.32 23614 -19472.2614
164442.85 161077.72 23614 -26979.1228
161010.61 161528.74 23614 -23095.8694
112745.05 115653.08 23614 -20705.9668
141153.85 138711.10 23614 -26056.7540
181543.11 182493.39 23614 -22663.7211
220632.56 224425.39 23614 -19821.1674
163030.09 164452.33 23614 -22191.7542
198496.34 198425.78 23614 -23684.5546
123884.97 124418.83 23614 -23080.1469
137344.56 136499.65 23614 -24458.9077
148400.00 148400.00 23614 -23614.0000
195278.89 196643.92 23614 -22248.9700
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148964.62 151076.00 23614 -21502.6163
216252.55 185649.31 11057 -41660.2421
207973.79 213674.22 23614 -17913.5750
169017.89 173796.48 23614 -18835.4036
235673.08 236683.21 23614 -22603.8768
184079.18 186580.66 23614 -21112.5192
166362.50 170187.88 23614 -19788.6237
152536.00 153548.87 23614 -22601.1284
135647.23 133519.68 23614 -25741.5426
137180.11 138080.59 23614 -22713.5214
122014.83 124026.98 23614 -21601.8486
85281.47 88614.57 23614 -20280.9044
121381.31 121133.63 23614 -23861.6747
207974.65 209658.04 23614 -21930.6103
253864.47 222190.16 11057 -42731.3135
219394.06 220356.47 23614 -22651.5929
211355.30 213807.66 23614 -21161.6401
207325.56 210369.03 23614 -20570.5293
188760.58 189819.65 23614 -22554.9302
215866.54 218822.33 23614 -20658.2068
206126.70 208682.97 23614 -21057.7385
210137.69 211514.01 23614 -22237.6734
183149.18 182971.18 23614 -23791.9978
214093.84 216062.53 23614 -21645.3093
270470.51 276724.13 23614 -17360.3814
238421.02 242406.62 23614 -19628.3991
295379.72 267325.77 11057 -39110.9569
242517.33 244580.74 23614 -21550.5948
222780.84 223471.28 23614 -22923.5667
208928.36 209655.14 23614 -22887.2121
229308.71 231605.97 23614 -21316.7493
207931.28 208552.64 23614 -22992.6338
180000.00 180000.00 23614 -23614.0000
336007.15 337948.94 23614 -21672.2133
153136.77 153362.99 23614 -23387.7821
152104.78 148181.91 23614 -27536.8674
151289.26 149179.74 23614 -25723.5209
202297.30 202252.19 23614 -23659.1080
177515.70 175549.14 23614 -25580.5643
165825.98 162600.27 23614 -26839.7085
235760.84 239837.47 23614 -19537.3660
222117.70 225643.37 23614 -20088.3263
215773.45 218282.88 23614 -21104.5675
196565.52 197991.78 23614 -22187.7403
234935.72 236702.60 23614 -21847.1204
229128.72 232823.05 23614 -19919.6729
192234.87 190628.28 23614 -25220.5821
201215.91 200132.38 23614 -24697.5277
137445.99 137051.54 23614 -24008.4519
162767.42 164233.87 23614 -22147.5552
169127.76 169192.43 23614 -23549.3346
148427.01 147755.25 23614 -24285.7589
145300.35 146088.10 23614 -22826.2522
151784.85 152449.36 23614 -22949.4848
135832.33 136887.99 23614 -22558.3382
137000.00 137000.00 23614 -23614.0000
244739.19 247584.61 23614 -20768.5829
197394.49 197787.95 23614 -23220.5436
216157.86 214429.27 23614 -25342.5930
215436.32 218551.81 23614 -20498.5035
245373.64 245614.12 23614 -23373.5251
201219.96 203993.22 23614 -20840.7394
212283.90 214112.32 23614 -21785.5777
255540.94 259379.43 23614 -19775.5014
213222.79 214832.40 23614 -22004.3878
228792.14 230554.68 23614 -21851.4597
236575.88 239628.68 23614 -20561.1991
242601.64 247924.03 23614 -18291.6083
204567.95 206343.36 23614 -21838.5917
158727.81 158714.33 23614 -23627.4841
154262.47 153129.96 23614 -24746.5025
237376.98 241132.11 23614 -19858.8682
212952.22 215316.62 23614 -21249.6000
213134.36 217051.21 23614 -19697.1470
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186959.41 187851.90 23614 -22721.5093
207514.98 208941.46 23614 -22187.5272
192942.92 193194.15 23614 -23362.7698
214528.81 217792.05 23614 -20350.7608
179800.46 181254.08 23614 -22160.3793
222177.05 224958.43 23614 -20832.6183
198373.31 200432.61 23614 -21554.7050
109503.44 104266.08 23614 -28851.3549
117471.17 115697.20 23614 -25387.9682
120165.45 120853.51 23614 -22925.9412
143324.69 142405.31 23614 -24533.3722
137773.47 136475.34 23614 -24912.1359
124310.04 123181.26 23614 -24742.7849
215690.88 220267.48 23614 -19037.4087
136528.11 139306.56 23614 -20835.5442
241707.79 250582.77 23614 -14739.0238
138590.16 136576.71 23614 -25627.4571
146130.76 146551.82 23614 -23192.9374
146130.76 146551.82 23614 -23192.9374
130557.52 130404.78 23614 -23766.7442
130557.52 130404.78 23614 -23766.7442
130805.63 130404.78 23614 -24014.8587
130557.52 130404.78 23614 -23766.7442
133987.22 133796.22 23614 -23804.9970
100840.83 105258.61 23614 -19196.2193
90992.16 92244.38 23614 -22361.7805
114081.83 115338.51 23614 -22357.3131
76216.45 71889.18 23614 -27941.2699
127084.01 128351.91 23614 -22346.0981
101298.84 100099.93 23614 -24812.9143
136746.14 138698.94 23614 -21661.1961
129668.34 132161.30 23614 -21121.0351
109290.31 113635.84 23614 -19268.4724
187297.09 191321.27 23614 -19589.8266
33289.60 31774.80 23614 -25128.8052
90293.77 88451.94 23614 -25455.8262
146969.12 146812.32 23614 -23770.8073
144589.19 138622.77 23614 -29580.4185
143394.02 143194.34 23614 -23813.6760
126401.67 126235.41 23614 -23780.2575
160670.75 159473.29 23614 -24811.4583
166417.76 169731.60 23614 -20300.1613
134605.06 135844.11 23614 -22374.9503
111056.32 114583.34 23614 -20086.9867
180341.31 186014.07 23614 -17941.2409
193579.34 197358.16 23614 -19835.1843
146767.48 147163.28 23614 -23218.2022
116383.76 114648.72 23614 -25349.0362
178797.89 181066.73 23614 -21345.1651
168970.76 169122.10 23614 -23462.6625
211312.86 216251.43 23614 -18675.4279
184764.02 185124.01 23614 -23254.0033
122982.58 124447.33 23614 -22149.2506
204906.08 204082.08 23614 -24438.0008
203247.49 207382.19 23614 -19479.3033
217803.08 222207.35 23614 -19209.7363
211188.16 214461.07 23614 -20341.0820
200119.32 202862.44 23614 -20870.8774
234906.15 217675.44 11057 -28287.7066
256090.66 261448.45 23614 -18256.2140
238254.32 242210.62 23614 -19657.6980
163608.90 163762.55 23614 -23460.3468
245290.35 249901.31 23614 -19003.0428
92427.26 93308.46 23614 -22732.7997
121756.81 123552.12 23614 -21818.6901
54770.81 55608.10 23614 -22776.7112
78253.79 77827.47 23614 -24040.3246
104367.07 104594.43 23614 -23386.6393
143832.96 146139.14 23614 -21307.8151
135823.01 137705.92 23614 -21731.0867
63071.79 65022.04 23614 -21663.7542
65091.45 61652.80 23614 -27052.6481
117029.27 118839.87 23614 -21803.3931
86302.61 87543.15 23614 -22373.4618
325610.85 299587.42 11057 -37080.4320
267077.28 272494.16 23614 -18197.1155
211717.43 211235.13 23614 -24096.3025
152954.31 152881.73 23614 -23686.5794
187154.86 188343.81 23614 -22425.0463
143231.69 142208.93 23614 -24636.7573
161243.26 162910.39 23614 -21946.8732
154443.98 152479.75 23614 -25578.2207
305072.91 309926.96 23614 -18759.9541
250318.68 249879.95 23614 -24052.7290
227897.38 228503.31 23614 -23008.0643
216597.33 209621.19 23614 -30590.1392
192545.42 195301.89 23614 -20857.5299
197196.15 197064.32 23614 -23745.8300
216504.79 217582.99 23614 -22535.7943
207676.62 210796.98 23614 -20493.6406
299625.94 304520.01 23614 -18719.9303
289709.48 295778.52 23614 -17544.9538
302407.01 308801.19 23614 -17219.8253
397406.56 389976.16 11057 -18487.4016
85220.67 84632.07 23614 -24202.6046
216811.34 216533.08 23614 -23892.2578
140401.58 140408.06 23614 -23607.5208
164238.15 164869.01 23614 -22983.1388
143836.00 140740.32 23614 -26709.6779
113346.27 113943.85 23614 -23016.4184
129399.98 129780.90 23614 -23233.0775
162039.41 165044.98 23614 -20608.4304
132590.27 129453.32 23614 -26750.9528
119670.11 117644.43 23614 -25639.6828
66453.60 70100.61 23614 -19966.9934
64450.19 63295.30 23614 -24768.8916
177847.30 176504.78 23614 -24956.5211
115524.04 90707.80 11057 -35873.2408
74455.12 75342.68 23614 -22726.4367
65346.14 65362.26 23614 -23597.8758
78298.65 79839.72 23614 -22072.9280
79188.30 80132.05 23614 -22670.2449
194451.20 194980.28 23614 -23084.9128
176048.44 177455.01 23614 -22207.4310
187159.42 185652.64 23614 -25120.7730
200712.23 199801.01 23614 -24525.2220
165348.18 165663.13 23614 -23299.0504
136609.22 134071.13 23614 -26152.0944
117056.32 114112.53 23614 -26557.7895
179172.94 179460.91 23614 -23326.0280
223690.87 223551.91 23614 -23752.9535 
reno_value(c('add_full_bathroom', 'remodel_kitchen',
             'replace_roof'), 'high')
## Warning in if (str_detect(upgrade, "Error") | str_detect(budget, "Error")) {:
## the condition has length > 1 and only the first element will be used
## Note: Remodeling kitchens that are already of excellent quality (i.e., "Ex") will not increase the estimated sale price.
ï..Order PID Full.Bath Year.Remod.Add SalePrice Reno.Cost
1 526301100 2 2010 215000 64622
2 526350040 2 2010 105000 64622
3 526351010 2 2010 172000 64622
4 526353030 3 2010 244000 29833
5 527105010 3 2010 189900 64622
6 527105030 3 2010 195500 64622
7 527127150 3 2010 213500 64622
8 527145080 3 2010 191500 64622
9 527146030 3 2010 236500 64622
10 527162130 3 2010 189000 64622
11 527163010 3 2010 175900 64622
12 527165230 3 2010 185000 64622
13 527166040 3 2010 180400 64622
14 527180040 2 2010 171500 64622
15 527182190 2 2010 212000 64622
16 527216070 4 2010 538000 29833
17 527225035 3 2010 164000 64622
18 527258010 2 2010 394432 29833
19 527276150 2 2010 141000 64622
20 527302110 3 2010 210000 64622
21 527358140 3 2010 190000 64622
22 527358200 3 2010 170000 64622
23 527368020 3 2010 216000 64622
24 527402200 2 2010 149000 64622
25 527402250 2 2010 149900 64622
26 527403020 2 2010 142000 64622
27 527404120 2 2010 126000 64622
28 527425090 2 2010 115000 64622
29 527427230 3 2010 184000 64622
30 527451180 2 2010 96000 64622
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orig_predicted_sale_price new_predicted_sale_price remodeling_costs net
227867.83 231727.29 64622 -60762.53
110585.45 110672.60 64622 -64534.85
170769.99 169450.72 64622 -65941.28
263094.22 234146.68 29833 -58780.54
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251552.73 259126.88 64622 -57047.85
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172661.15 167349.33 64622 -69933.82
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538557.87 537071.41 29833 -31319.46
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403477.78 386734.52 29833 -46576.27
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187189.77 187069.22 64622 -64742.56
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107994.88 106112.23 64622 -66504.65
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113848.59 114107.42 64622 -64363.17
165852.53 162116.49 64622 -68358.04
247601.70 242620.25 64622 -69603.45
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191322.11 188608.03 64622 -67336.09
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139194.44 131855.86 64622 -71960.58
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139341.97 138780.15 64622 -65183.82
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135362.29 129350.70 64622 -70633.59
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127816.72 128933.77 64622 -63504.95
171882.26 167488.63 64622 -69015.64
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190787.25 181528.62 64622 -73880.63
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105883.98 103815.64 64622 -66690.34
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133523.73 130305.53 64622 -67840.20
215415.62 223327.02 64622 -56710.60
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107500.00 107500.00 64622 -64622.00
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127333.13 125772.07 64622 -66183.05
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130012.79 131132.48 64622 -63502.31
161772.98 162220.99 64622 -64173.99
106387.84 106078.73 64622 -64931.11
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124007.19 127555.50 64622 -61073.69
152560.30 153968.97 64622 -63213.33
158346.59 161272.36 64622 -61696.23
177053.92 176189.28 64622 -65486.65
255781.01 258221.36 64622 -62181.64
221211.50 225941.72 64622 -59891.79
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117054.08 108934.34 64622 -72741.75
210510.08 210336.04 64622 -64796.05
241409.79 237283.19 64622 -68748.59
162813.72 159191.42 64622 -68244.30
57814.39 52993.03 64622 -69443.36
153172.57 150041.45 64622 -67753.12
132895.83 136497.10 64622 -61020.74
144705.80 146313.64 64622 -63014.16
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184451.08 186514.48 64622 -62558.60
185990.60 184104.58 64622 -66508.02
176663.25 186833.34 64622 -54451.91
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128688.44 131234.39 64622 -62076.06
284793.00 294417.74 64622 -54997.26
257184.52 259268.54 64622 -62537.98
231541.84 231774.88 64622 -64388.95
216259.98 217107.85 64622 -63774.13
183726.47 178661.95 64622 -69686.53
154434.91 154080.70 64622 -64976.21
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170332.49 170328.56 64622 -64625.93
76994.17 72670.47 64622 -68945.70
98920.10 102818.07 64622 -60724.03
93957.88 93441.66 64622 -65138.22
183762.88 186466.86 64622 -61918.02
100408.36 103858.05 64622 -61172.31
115595.29 116558.90 64622 -63658.39
134544.38 135402.48 64622 -63763.90
88616.38 93352.42 64622 -59885.96
140013.67 140752.59 64622 -63883.08
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72812.25 68062.95 64622 -69371.30
154468.01 154690.56 64622 -64399.45
112225.88 107355.37 64622 -69492.51
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55560.01 54789.11 64622 -65392.90
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210572.28 209743.25 64622 -65451.03
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327199.22 301561.16 29833 -55471.06
190058.20 186661.61 64622 -68018.59
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178319.57 181562.39 64622 -61379.17
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250318.68 249261.83 64622 -65678.85
227897.38 229652.06 64622 -62867.31
216597.33 214503.88 64622 -66715.45
192545.42 190199.58 64622 -66967.85
197196.15 198536.21 64622 -63281.93
216504.79 220278.18 64622 -60848.61
207676.62 209717.38 64622 -62581.24
299625.94 304344.60 64622 -59903.34
289709.48 296416.74 64622 -57914.74
302407.01 309116.18 64622 -57912.84
397406.56 389894.26 29833 -37345.30
85220.67 82662.56 64622 -67180.11
216811.34 218855.62 64622 -62577.72
140401.58 142818.31 64622 -62205.27
164238.15 168295.99 64622 -60564.16
143836.00 142973.83 64622 -65484.17
113346.27 114850.29 64622 -63117.98
129399.98 131194.61 64622 -62827.36
162039.41 167335.23 64622 -59326.18
132590.27 131469.28 64622 -65743.00
119670.11 117329.95 64622 -66962.15
66453.60 69795.53 64622 -61280.08
64450.19 62088.61 64622 -66983.58
177847.30 177046.71 64622 -65422.59
115524.04 83479.61 29833 -61877.43
74455.12 73792.90 64622 -65284.21
65346.14 64735.60 64622 -65232.54
78298.65 80682.07 64622 -62238.58
79188.30 78731.72 64622 -65078.58
194451.20 194383.61 64622 -64689.59
176048.44 176834.41 64622 -63836.03
187159.42 187625.69 64622 -64155.73
200712.23 201516.80 64622 -63817.43
165348.18 166306.07 64622 -63664.10
136609.22 134715.36 64622 -66515.86
117056.32 114746.98 64622 -66931.35
179172.94 180840.77 64622 -62954.16
223690.87 225660.19 64622 -62652.68 
reno_value('remodel_kitchen', 'medium')
## Note: Remodeling kitchens that are already of excellent quality (i.e., "Ex") will not increase the estimated sale price.
ï..Order PID Kitchen.Qual Year.Remod.Add SalePrice Reno.Cost
1 526301100 Ex 2010 215000 23556
2 526350040 Ex 2010 105000 23556
3 526351010 Ex 2010 172000 23556
4 526353030 Ex 2010 244000 0
5 527105010 Ex 2010 189900 23556
6 527105030 Ex 2010 195500 23556
7 527127150 Ex 2010 213500 23556
8 527145080 Ex 2010 191500 23556
9 527146030 Ex 2010 236500 23556
10 527162130 Ex 2010 189000 23556
11 527163010 Ex 2010 175900 23556
12 527165230 Ex 2010 185000 23556
13 527166040 Ex 2010 180400 23556
14 527180040 Ex 2010 171500 23556
15 527182190 Ex 2010 212000 23556
16 527216070 Ex 2010 538000 0
17 527225035 Ex 2010 164000 23556
18 527258010 Ex 2010 394432 0
19 527276150 Ex 2010 141000 23556
20 527302110 Ex 2010 210000 23556
21 527358140 Ex 2010 190000 23556
22 527358200 Ex 2010 170000 23556
23 527368020 Ex 2010 216000 23556
24 527402200 Ex 2010 149000 23556
25 527402250 Ex 2010 149900 23556
26 527403020 Ex 2010 142000 23556
27 527404120 Ex 2010 126000 23556
28 527425090 Ex 2010 115000 23556
29 527427230 Ex 2010 184000 23556
30 527451180 Ex 2010 96000 23556
31 527451330 Ex 2010 105500 23556
32 527451410 Ex 2010 88000 23556
33 527452190 Ex 2010 127500 23556
34 527453130 Ex 2010 149900 23556
35 527453150 Ex 2010 120000 23556
36 527454200 Ex 2010 146000 23556
37 528108120 Ex 2010 376162 0
38 528112020 Ex 2010 306000 23556
39 528120060 Ex 2010 395192 0
40 528120090 Ex 2010 290941 23556
41 528120100 Ex 2010 220000 23556
42 528120120 Ex 2010 275000 0
43 528138020 Ex 2010 259000 0
44 528138060 Ex 2010 214000 23556
45 528150070 Ex 2010 611657 0
46 528175010 Ex 2010 224000 23556
47 528176010 Ex 2010 500000 0
48 528176070 Ex 2010 320000 23556
49 528180070 Ex 2010 319900 0
50 528181050 Ex 2010 205000 23556
51 528188120 Ex 2010 175500 23556
52 528218150 Ex 2010 199500 23556
53 528228285 Ex 2010 160000 23556
54 528228440 Ex 2010 192000 23556
55 528231020 Ex 2010 184500 23556
56 528240070 Ex 2010 216500 23556
57 528240130 Ex 2010 185088 23556
58 528250100 Ex 2010 180000 23556
59 528292020 Ex 2010 222500 23556
60 528328100 Ex 2010 333168 23556
61 528344070 Ex 2010 355000 23556
62 528358010 Ex 2010 260400 23556
63 528363130 Ex 2010 325000 23556
64 528382020 Ex 2010 290000 23556
65 528382030 Ex 2010 221000 23556
66 528386040 Ex 2010 410000 23556
67 528445060 Ex 2010 221500 23556
68 528456160 Ex 2010 204500 23556
69 528458070 Ex 2010 215200 23556
70 528458110 Ex 2010 262500 23556
71 528477080 Ex 2010 254900 23556
72 528480090 Ex 2010 271500 23556
73 531367050 Ex 2010 233000 23556
74 531369060 Ex 2010 181000 23556
75 531380080 Ex 2010 205000 23556
76 531451110 Ex 2010 143000 23556
77 531451280 Ex 2010 189000 23556
78 531452020 Ex 2010 99500 23556
79 531452050 Ex 2010 125000 23556
80 531452180 Ex 2010 194500 23556
81 531453010 Ex 2010 152000 23556
82 531453040 Ex 2010 171000 23556
83 531477050 Ex 2010 67500 23556
84 532351140 Ex 2010 112000 23556
85 532354090 Ex 2010 148000 23556
86 532376160 Ex 2010 138500 23556
87 532377060 Ex 2010 122000 23556
88 532377100 Ex 2010 133000 23556
89 532378110 Ex 2010 127000 23556
90 532479070 Ex 2010 169000 23556
91 533130020 Ex 2010 190000 23556
92 533130130 Ex 2010 362500 23556
93 533130160 Ex 2010 285000 23556
94 533205060 Ex 2010 260000 23556
95 533208090 Ex 2010 190000 23556
96 533210060 Ex 2010 155000 23556
97 533212010 Ex 2010 151000 23556
98 533212020 Ex 2010 149500 23556
99 533212060 Ex 2010 152000 23556
100 533213030 Ex 2010 222000 23556
101 533221090 Ex 2010 177500 23556
102 533221110 Ex 2010 177000 23556
103 533223020 Ex 2010 155000 23556
104 533223100 Ex 2010 147110 23556
105 533238045 Ex 2010 267916 23556
106 533244030 Ex 2010 254000 23556
107 533253060 Ex 2010 155000 23556
108 533253210 Ex 2010 206000 23556
109 533352170 Ex 2010 130500 23556
110 534102025 Ex 2010 230000 23556
111 534129040 Ex 2010 218500 23556
112 534151175 Ex 2010 243500 23556
113 534152050 Ex 2010 205000 23556
114 534152070 Ex 2010 212500 23556
115 534152100 Ex 2010 196500 23556
116 534176060 Ex 2010 197500 23556
117 534176230 Ex 2010 171000 23556
118 534202160 Ex 2010 142250 23556
119 534251320 Ex 2010 143000 23556
120 534276360 Ex 2010 128950 23556
121 534401110 Ex 2010 159000 23556
122 534401140 Ex 2010 178900 23556
123 534403360 Ex 2010 136300 23556
124 534403410 Ex 2010 180500 23556
125 534425310 Ex 2010 137500 23556
126 534427010 Ex 2010 84900 23556
127 534430080 Ex 2010 142125 23556
128 534431050 Ex 2010 197600 23556
129 534431070 Ex 2010 172500 23556
130 534450180 Ex 2010 116500 23556
131 534451150 Gd 2010 76500 23556
132 534475100 Ex 2010 128000 23556
133 534476260 Ex 2010 153000 23556
134 534479320 Ex 2010 132000 23556
135 535101020 Ex 2010 178000 23556
136 535106190 Ex 2010 154300 23556
137 535125010 Ex 2010 180000 23556
138 535126040 Ex 2010 190000 23556
139 535152010 Ex 2010 135000 23556
140 535152050 Ex 2010 214000 23556
141 535152130 Ex 2010 136000 23556
142 535152150 Ex 2010 165500 23556
143 535152250 Ex 2010 145000 23556
144 535153070 Ex 2010 148000 23556
145 535154050 Ex 2010 142000 23556
146 535175070 Ex 2010 167500 23556
147 535175180 Ex 2010 108538 23556
148 535179020 Ex 2010 159500 23556
149 535180130 Ex 2010 108000 23556
150 535302080 Gd 2010 135000 23556
151 535302200 Ex 2010 122500 23556
152 535304060 Ex 2010 119000 23556
153 535304180 Ex 2010 109000 23556
154 535325400 Ex 2010 105000 23556
155 535327140 Ex 2010 107500 23556
156 535350030 Ex 2010 144900 23556
157 535350040 Ex 2010 129000 23556
158 535353190 Ex 2010 97500 23556
159 535377090 Ex 2010 144000 23556
160 535401080 Ex 2010 162000 23556
161 535425010 Ex 2010 242000 23556
162 535450210 Ex 2010 132000 23556
163 535453070 Ex 2010 154000 23556
164 535454070 Ex 2010 166000 23556
165 535456110 Ex 2010 134800 23556
166 535457010 Ex 2010 160000 23556
167 535457090 Ex 2010 148000 23556
168 535476350 Ex 2010 192000 23556
169 535477020 Ex 2010 155000 23556
170 902102100 Ex 2010 80400 23556
171 902104060 Ex 2010 96500 23556
172 902106130 Ex 2010 109500 23556
173 902106140 Ex 2010 115000 23556
174 902110090 Ex 2010 143000 23556
175 902125080 Ex 2010 107400 23556
176 902125160 Ex 2010 80000 23556
177 902128170 Ex 2010 119000 23556
178 902206040 Ex 2010 130000 23556
179 902206130 Gd 2010 119000 23556
180 902206220 Ex 2010 129000 23556
181 902206240 Ex 2010 100000 23556
182 902207130 Ex 2010 12789 23556
183 902207140 Ex 2010 105900 23556
184 902305110 Ex 2010 150000 23556
185 902327040 Ex 2010 139000 23556
186 902329030 Ex 2010 240000 23556
187 902401060 Gd 2010 76500 23556
188 902402010 Ex 2010 149700 23556
189 902402130 Ex 2010 125500 23556
190 902402250 Ex 2010 122500 23556
191 902403070 Ex 2010 140750 23556
192 903204040 Ex 2010 128500 23556
193 903206120 Ex 2010 209500 23556
194 903225150 Ex 2010 87000 23556
195 903226160 Ex 2010 134000 23556
196 903227020 Ex 2010 128000 23556
197 903227150 Ex 2010 132000 23556
198 903228150 Ex 2010 139900 23556
199 903232190 Ex 2010 123900 23556
200 903233120 Ex 2010 138400 23556
201 903234050 Ex 2010 109500 23556
202 903425110 Ex 2010 140000 23556
203 903426180 Ex 2010 149500 23556
204 903426200 Ex 2010 159900 23556
205 903430080 Ex 2010 122000 23556
206 903450110 Ex 2010 110000 23556
207 903454060 Gd 2010 55000 23556
208 903476030 Ex 2010 140000 23556
209 904100140 Ex 2010 244400 23556
210 904101110 Ex 2010 173000 23556
211 904300150 TA 2010 107500 23556
212 904302260 Ex 2010 100000 23556
213 904350045 Ex 2010 95000 23556
214 904351040 Ex 2010 93369 23556
215 904352190 Ex 2010 114900 23556
216 905101100 Ex 2010 94000 23556
217 905101300 Ex 2010 136000 23556
218 905101310 Ex 2010 136500 23556
219 905102060 Ex 2010 131500 23556
220 905103060 Ex 2010 121500 23556
221 905104210 Ex 2010 125000 23556
222 905105070 Ex 2010 154000 23556
223 905105200 Ex 2010 137900 23556
224 905106140 Ex 2010 158000 23556
225 905106170 Ex 2010 137250 23556
226 905107110 Ex 2010 160250 23556
227 905107250 Ex 2010 163000 23556
228 905107320 Ex 2010 158900 23556
229 905109130 Ex 2010 328000 23556
230 905109170 Ex 2010 270000 23556
231 905201030 Ex 2010 85000 23556
232 905202090 Ex 2010 128000 23556
233 905325030 Ex 2010 260000 23556
234 905352140 Ex 2010 230000 23556
235 905378040 Gd 2010 124000 23556
236 905426060 Ex 2010 83000 23556
237 905426200 Ex 2010 144500 23556
238 905451320 Ex 2010 129000 23556
239 905452110 Ex 2010 127000 23556
240 905452160 Ex 2010 128000 23556
241 905453040 Ex 2010 186000 23556
242 905453080 Ex 2010 308030 23556
243 905475510 Ex 2010 114000 23556
244 905478190 Ex 2010 84900 23556
245 906201030 Ex 2010 178000 23556
246 906201120 Ex 2010 270000 23556
247 906204230 Ex 2010 218000 23556
248 906223090 Ex 2010 236000 23556
249 906225210 Ex 2010 147000 23556
250 906378100 Ex 2010 245350 23556
251 906380190 Ex 2010 206000 23556
252 906385010 Ex 2010 198900 23556
253 906385020 Ex 2010 187000 23556
254 906402200 Ex 2010 320000 23556
255 906425045 Ex 2010 138500 23556
256 906477110 Ex 2010 155000 23556
257 907125090 Ex 2010 159000 23556
258 907180050 Ex 2010 191000 23556
259 907185060 Ex 2010 200500 23556
260 907200280 Ex 2010 150000 23556
261 907200290 Ex 2010 161750 23556
262 907200340 Ex 2010 128200 23556
263 907203070 Ex 2010 127000 23556
264 907250030 Ex 2010 318000 23556
265 907252120 Ex 2010 272000 23556
266 907262050 Ex 2010 237000 23556
267 907280040 Ex 2010 240000 23556
268 907290040 Ex 2010 224900 23556
269 907290170 Ex 2010 143750 23556
270 907290240 Ex 2010 143000 23556
271 907401090 Ex 2010 232000 23556
272 907410080 Ex 2010 213000 23556
273 907414030 Ex 2010 185500 23556
274 908102060 Ex 2010 84900 23556
275 908102110 Ex 2010 155891 23556
276 908102130 Ex 2010 100000 23556
277 908102170 Ex 2010 144000 23556
278 908102300 Gd 2010 64000 23556
279 908103350 Ex 2010 125200 23556
280 908152080 Ex 2010 107000 23556
281 908203100 Ex 2010 90000 23556
282 908208020 Ex 2010 140000 23556
283 908225320 Ex 2010 113000 23556
284 908226130 Gd 2010 80000 23556
285 908275300 Ex 2010 144500 23556
286 909100080 Gd 2010 104000 23556
287 909100110 Gd 2010 128000 23556
288 909101070 Ex 2010 58500 23556
289 909176140 Ex 2010 127000 23556
290 909176150 Ex 2010 126000 23556
291 909177100 Ex 2010 160000 23556
292 909250030 Ex 2010 100000 23556
293 909250060 Ex 2010 169000 23556
294 909281080 Ex 2010 257500 23556
295 909426080 Ex 2010 215000 23556
296 909427230 Ex 2010 266500 23556
297 909428280 Ex 2010 335000 0
298 909452114 Ex 2010 203135 23556
299 909455030 Ex 2010 185000 23556
300 909455040 Ex 2010 162500 23556
301 909475140 Ex 2010 289000 23556
302 910202060 Ex 2010 125500 23556
303 910203250 Ex 2010 82000 23556
304 910205120 Ex 2010 110000 23556
305 911128180 Ex 2010 68400 23556
306 911202100 Ex 2010 102776 23556
307 911204090 Gd 2010 55993 23556
308 911204100 Ex 2010 50138 23556
309 911370510 Ex 2010 246000 23556
310 914467040 Ex 2010 254900 23556
311 914475090 Ex 2010 190000 23556
312 914476520 Ex 2010 201000 23556
313 914478045 Ex 2010 169900 23556
314 914478110 Ex 2010 170000 23556
315 916125360 Ex 2010 160000 23556
316 916386010 Ex 2010 220000 23556
317 916386020 Ex 2010 179781 23556
318 916386060 Ex 2010 174000 23556
319 916386090 Ex 2010 269500 0
320 916455170 Ex 2010 214900 23556
321 916475110 Ex 2010 202900 23556
322 921128020 Ex 2010 378500 0
323 923201020 Ex 2010 169000 23556
324 923202105 Ex 2010 173500 23556
325 923204150 Ex 2010 139000 23556
326 923205015 Ex 2010 166500 23556
327 923225300 Ex 2010 83500 23556
328 923225390 Ex 2010 119500 23556
329 923225440 Ex 2010 85000 23556
330 923226250 Ex 2010 76000 23556
331 923226320 Ex 2010 75500 23556
332 923228270 Ex 2010 88250 23556
333 923228370 Ex 2010 85500 23556
334 923230190 Ex 2010 130000 23556
335 923251080 Ex 2010 157900 23556
336 923276030 Ex 2010 149900 23556
337 923276250 Ex 2010 159000 23556
338 923426070 Ex 2010 136000 23556
339 924100050 Ex 2010 161000 23556
340 924151040 Ex 2010 285000 23556
341 924152030 Ex 2010 231000 23556
342 526302110 Ex 2010 124500 23556
343 526351100 Ex 2010 157000 23556
344 526355080 Ex 2010 345000 0
345 527105070 Ex 2010 189500 23556
346 527105130 Ex 2010 270000 23556
347 527107130 Ex 2010 189000 23556
348 527108070 Ex 2010 377500 0
349 527110020 Ex 2010 168500 23556
350 527127100 Ex 2010 375000 23556
351 527131030 Ex 2010 278000 0
352 527132090 Ex 2010 240000 23556
353 527146010 Ex 2010 239500 23556
354 527161040 Ex 2010 177500 23556
355 527162110 Ex 2010 185000 23556
356 527162120 Ex 2010 191000 23556
357 527163040 Ex 2010 178000 23556
358 527163070 Ex 2010 185000 23556
359 527163130 Ex 2010 181316 23556
360 527164020 Ex 2010 166000 23556
361 527164060 Ex 2010 178000 23556
362 527164090 Ex 2010 174000 23556
363 527165130 Ex 2010 173000 23556
364 527166010 Ex 2010 225000 23556
365 527180100 Ex 2010 180500 23556
366 527182110 Ex 2010 187500 23556
367 527214050 Ex 2010 501837 0
368 527254020 Ex 2010 372500 23556
369 527258020 Ex 2010 260000 23556
370 527276160 Ex 2010 185000 23556
371 527301320 Ex 2010 260000 0
372 527302175 Ex 2010 181000 23556
373 527326040 Ex 2010 82500 23556
374 527326150 Ex 2010 215000 23556
375 527352150 Ex 2010 154000 23556
376 527353020 Ex 2010 200000 23556
377 527353060 Ex 2010 249000 23556
378 527354100 Ex 2010 187500 23556
379 527354200 Ex 2010 184000 23556
380 527355150 Ex 2010 278000 23556
381 527356040 Ex 2010 157000 23556
382 527359050 Ex 2010 152000 23556
383 527359180 Ex 2010 197500 23556
384 527364030 Ex 2010 240900 0
385 527365030 Ex 2010 263435 23556
386 527366030 Ex 2010 220000 23556
387 527368010 Ex 2010 235000 23556
388 527375100 Ex 2010 213000 23556
389 527375180 Ex 2010 167900 23556
390 527375210 Ex 2010 158000 23556
391 527376100 Ex 2010 165000 23556
392 527378140 Ex 2010 158000 23556
393 527401160 Ex 2010 136000 23556
394 527402220 Ex 2010 148500 23556
395 527403040 Ex 2010 156000 23556
396 527404020 Ex 2010 128000 23556
397 527404030 Ex 2010 143000 23556
398 527405130 Ex 2010 76500 23556
399 527405160 Ex 2010 120500 23556
400 527405180 Ex 2010 124500 23556
401 527425060 Ex 2010 97000 23556
402 527425110 Ex 2010 130000 23556
403 527450280 Ex 2010 111000 23556
404 527451110 Ex 2010 125000 23556
405 527451320 Ex 2010 112000 23556
406 527451540 Ex 2010 97000 23556
407 527451640 Ex 2010 118000 23556
408 527451650 Ex 2010 119500 23556
409 527452060 Ex 2010 143750 23556
410 527453050 Ex 2010 146000 23556
411 527453060 Ex 2010 148500 23556
412 527453140 Ex 2010 123000 23556
413 527454050 Ex 2010 147000 23556
414 527454130 Ex 2010 137900 23556
415 527455050 Ex 2010 147000 23556
416 527455060 Ex 2010 148500 23556
417 527455080 Ex 2010 138000 23556
418 527455090 Ex 2010 128500 23556
419 527455240 Ex 2010 100000 23556
420 527455280 Ex 2010 148800 23556
421 528102040 Ex 2010 337500 0
422 528102140 Ex 2010 462000 0
423 528104070 Ex 2010 485000 0
424 528106020 Ex 2010 555000 0
425 528106070 Ex 2010 325000 0
426 528108010 Ex 2010 256300 23556
427 528108020 Ex 2010 253293 0
428 528108040 Ex 2010 398800 0
429 528108070 Ex 2010 335000 0
430 528108130 Ex 2010 404000 0
431 528108140 Ex 2010 402861 0
432 528110010 Ex 2010 451950 0
433 528110020 Ex 2010 610000 0
434 528110090 Ex 2010 582933 0
435 528112040 Ex 2010 360000 0
436 528116010 Ex 2010 296000 23556
437 528118060 Ex 2010 409900 0
438 528120020 Ex 2010 255500 23556
439 528120030 Ex 2010 335000 0
440 528120160 Ex 2010 274900 0
441 528120170 Ex 2010 300000 0
442 528138010 Ex 2010 324000 0
443 528142040 Ex 2010 350000 0
444 528142090 Ex 2010 280000 23556
445 528142130 Ex 2010 284000 23556
446 528142150 Ex 2010 269500 23556
447 528144020 Ex 2010 233170 23556
448 528166060 Ex 2010 386250 0
449 528166090 Ex 2010 445000 0
450 528168030 Ex 2010 290000 23556
451 528172060 Ex 2010 255900 23556
452 528174050 Ex 2010 213000 23556
453 528174060 Ex 2010 196000 23556
454 528174070 Ex 2010 184500 23556
455 528175050 Ex 2010 212500 23556
456 528175060 Ex 2010 230000 23556
457 528176030 Ex 2010 552000 0
458 528178010 Ex 2010 382500 0
459 528180120 Ex 2010 320000 0
460 528180130 Ex 2010 248500 0
461 528186010 Ex 2010 286500 23556
462 528186180 Ex 2010 254000 23556
463 528188020 Ex 2010 173000 23556
464 528188060 Ex 2010 173000 23556
465 528218090 Ex 2010 184000 23556
466 528220040 Ex 2010 167800 23556
467 528221060 Ex 2010 174000 23556
468 528221070 Ex 2010 174000 23556
469 528228290 Ex 2010 174000 23556
470 528228295 Ex 2010 175900 23556
471 528228435 Ex 2010 192500 23556
472 528228450 Ex 2010 181000 23556
473 528228455 Ex 2010 180000 23556
474 528228460 Ex 2010 160200 23556
475 528235010 Ex 2010 188500 23556
476 528235090 Ex 2010 200000 23556
477 528235200 Ex 2010 170000 23556
478 528240030 Ex 2010 189500 23556
479 528240060 Ex 2010 184100 23556
480 528240150 Ex 2010 195500 23556
481 528250020 Ex 2010 192000 23556
482 528250040 Ex 2010 178000 23556
483 528253010 Ex 2010 207500 23556
484 528275070 Ex 2010 236000 23556
485 528275160 Ex 2010 257500 23556
486 528280230 Ex 2010 244000 23556
487 528290030 Ex 2010 167000 23556
488 528290120 Ex 2010 179000 23556
489 528290180 Ex 2010 190000 23556
490 528290190 Ex 2010 156000 23556
491 528292030 Ex 2010 245000 23556
492 528292040 Ex 2010 181000 23556
493 528292070 Ex 2010 214000 23556
494 528294050 Ex 2010 168000 23556
495 528315090 Ex 2010 337000 23556
496 528321010 Ex 2010 403000 0
497 528327070 Ex 2010 327000 23556
498 528344040 Ex 2010 340000 23556
499 528344100 Ex 2010 336000 23556
500 528354050 Ex 2010 265000 23556
501 528363050 Ex 2010 315000 23556
502 528365070 Ex 2010 260000 23556
503 528385050 Ex 2010 260000 23556
504 528387030 Ex 2010 263550 23556
505 528390100 Ex 2010 402000 23556
506 528390210 Ex 2010 248000 23556
507 528427020 Ex 2010 244600 23556
508 528431020 Ex 2010 275000 23556
509 528431070 Ex 2010 257500 23556
510 528435030 Ex 2010 287090 0
511 528435050 Ex 2010 275500 23556
512 528439060 Ex 2010 245000 23556
513 528441020 Ex 2010 253000 23556
514 528441090 Ex 2010 468000 0
515 528456180 Ex 2010 252678 23556
516 528456220 Ex 2010 210000 23556
517 528456240 Ex 2010 208300 23556
518 528458020 Ex 2010 225000 23556
519 528458040 Ex 2010 229456 23556
520 528458060 Ex 2010 229800 23556
521 528458140 Ex 2010 250000 23556
522 528458160 Ex 2010 370878 0
523 528458180 Ex 2010 238500 23556
524 528477050 Ex 2010 310000 0
525 528477070 Ex 2010 270000 23556
526 528480040 Ex 2010 252000 23556
527 528480130 Ex 2010 241000 23556
528 528480170 Ex 2010 264500 23556
529 528482040 Ex 2010 291000 0
530 528482130 Ex 2010 263000 23556
531 528488100 Ex 2010 185000 23556
532 528490040 Ex 2010 234500 23556
533 528490070 Ex 2010 209000 23556
534 531363010 Ex 2010 159000 23556
535 531363030 Ex 2010 152000 23556
536 531363050 Ex 2010 143500 23556
537 531369010 Ex 2010 193000 23556
538 531369020 Ex 2010 203000 23556
539 531371050 Ex 2010 184900 23556
540 531375040 Ex 2010 159000 23556
541 531375090 Ex 2010 142000 23556
542 531375130 Ex 2010 153000 23556
543 531376090 Ex 2010 224243 23556
544 531379050 Ex 2010 220000 23556
545 531382070 Ex 2010 257000 23556
546 531385020 Ex 2010 189000 23556
547 531450120 Ex 2010 171500 23556
548 531452010 Ex 2010 120000 23556
549 531452070 Ex 2010 145000 23556
550 531452260 Ex 2010 184000 23556
551 531453100 Ex 2010 162000 23556
552 531475220 Ex 2010 160000 23556
553 531477020 Ex 2010 82000 23556
554 531479020 Ex 2010 76000 23556
555 532353020 Ex 2010 110000 23556
556 532353130 Ex 2010 135000 23556
557 532354160 Ex 2010 141000 23556
558 532354230 Ex 2010 122000 23556
559 532376070 Ex 2010 124100 23556
560 532376110 Ex 2010 129000 23556
561 532377130 Ex 2010 131400 23556
562 532378120 Ex 2010 62383 23556
563 532378180 Ex 2010 123000 23556
564 532478020 Ex 2010 275000 23556
565 533135020 Ex 2010 235000 23556
566 533206020 Ex 2010 280750 23556
567 533210010 Ex 2010 164500 23556
568 533210020 Ex 2010 173733 23556
569 533213010 Ex 2010 222000 23556
570 533213020 Ex 2010 195000 23556
571 533213040 Ex 2010 172500 23556
572 533221040 Ex 2010 180000 23556
573 533223030 Ex 2010 156000 23556
574 533236050 Ex 2010 172500 23556
575 533252040 Ex 2010 318750 0
576 533253070 Ex 2010 211500 23556
577 533254050 Ex 2010 241600 23556
578 533254110 Ex 2010 180500 23556
579 533352150 Ex 2010 150000 23556
580 534125080 Ex 2010 154000 23556
581 534127130 Ex 2010 185000 23556
582 534127170 Ex 2010 185750 23556
583 534128010 Ex 2010 200000 23556
584 534128020 Ex 2010 206000 23556
585 534128100 Ex 2010 162000 23556
586 534128190 Ex 2010 256900 23556
587 534129080 Ex 2010 197900 23556
588 534129370 Ex 2010 163000 23556
589 534129380 Ex 2010 113000 23556
590 534151120 Ex 2010 230000 23556
591 534152120 Ex 2010 167900 23556
592 534175080 Ex 2010 213250 23556
593 534177230 Ex 2010 227000 23556
594 534200030 Ex 2010 130000 23556
595 534202170 Ex 2010 143000 23556
596 534226120 Ex 2010 117500 23556
597 534250400 Ex 2010 168500 23556
598 534251030 Ex 2010 172500 23556
599 534252240 Ex 2010 161500 23556
600 534275060 Ex 2010 141500 23556
601 534275100 Ex 2010 118000 23556
602 534276040 Ex 2010 127500 23556
603 534277090 Ex 2010 140000 23556
604 534278070 Ex 2010 177625 23556
605 534278230 Ex 2010 110000 23556
606 534400050 Ex 2010 167000 23556
607 534400290 Ex 2010 153000 23556
608 534402060 Ex 2010 145100 23556
609 534402140 Ex 2010 154000 23556
610 534402170 Ex 2010 177500 23556
611 534403370 Ex 2010 158000 23556
612 534426110 Ex 2010 124500 23556
613 534429150 Ex 2010 174500 23556
614 534431130 Ex 2010 122000 23556
615 534450150 Gd 2010 82500 23556
616 534451110 Ex 2010 110000 23556
617 534475185 Ex 2010 149500 23556
618 534475250 Ex 2010 175000 23556
619 534476150 Ex 2010 167000 23556
620 534476320 Ex 2010 128900 23556
621 534477110 Ex 2010 140000 23556
622 534478230 Ex 2010 147000 23556
623 535101120 Ex 2010 124000 23556
624 535104120 Ex 2010 187500 23556
625 535105100 Ex 2010 159000 23556
626 535125070 Ex 2010 256000 23556
627 535125090 Ex 2010 205000 23556
628 535126010 Ex 2010 193500 23556
629 535126100 Ex 2010 110000 23556
630 535150070 Ex 2010 104900 23556
631 535151040 Ex 2010 150000 23556
632 535152230 Ex 2010 156500 23556
633 535154060 Ex 2010 176000 23556
634 535154130 Ex 2010 149500 23556
635 535175030 Ex 2010 139000 23556
636 535175050 Ex 2010 155000 23556
637 535178040 Ex 2010 120000 23556
638 535178120 Ex 2010 153000 23556
639 535179160 Ex 2010 144000 23556
640 535300120 Ex 2010 176000 23556
641 535301170 Ex 2010 153000 23556
642 535302120 Ex 2010 135000 23556
643 535303110 Ex 2010 131000 23556
644 535303150 Ex 2010 123000 23556
645 535304100 Ex 2010 126000 23556
646 535325290 Gd 2010 115000 23556
647 535351050 Ex 2010 164900 23556
648 535352090 Gd 2010 113000 23556
649 535353040 Ex 2010 145500 23556
650 535353060 Ex 2010 102900 23556
651 535353140 Ex 2010 95000 23556
652 535353240 Ex 2010 152500 23556
653 535354070 Ex 2010 129900 23556
654 535354100 Ex 2010 132000 23556
655 535375010 Ex 2010 99900 23556
656 535375050 Ex 2010 135000 23556
657 535376060 Ex 2010 149000 23556
658 535377150 Ex 2010 114000 23556
659 535378020 Ex 2010 109500 23556
660 535378120 Ex 2010 125000 0
661 535381040 Ex 2010 142900 23556
662 535382100 Ex 2010 156500 23556
663 535383060 Ex 2010 59000 23556
664 535383070 Ex 2010 105000 23556
665 535383110 Ex 2010 106000 23556
666 535383120 Ex 2010 78500 23556
667 535402010 Ex 2010 190000 23556
668 535402090 Ex 2010 154000 23556
669 535402270 Ex 2010 163000 23556
670 535402330 Ex 2010 200000 23556
671 535403190 Ex 2010 143500 23556
672 535403210 Ex 2010 135000 23556
673 535403280 Ex 2010 153000 23556
674 535425070 Ex 2010 157500 23556
675 535426150 Ex 2010 113500 23556
676 535450070 Ex 2010 133000 23556
677 535450160 Ex 2010 92900 23556
678 535450200 Ex 2010 128500 23556
679 535451170 Ex 2010 90000 23556
680 535451250 Ex 2010 138000 23556
681 535452090 Ex 2010 128000 23556
682 535452100 Ex 2010 139000 23556
683 535452140 Ex 2010 118900 23556
684 535453100 Ex 2010 138000 23556
685 535453200 Ex 2010 132500 23556
686 535454100 Ex 2010 133500 23556
687 535454160 Ex 2010 135000 23556
688 535475010 Ex 2010 144750 23556
689 535476110 Ex 2010 145000 23556
690 535476240 Ex 2010 127000 23556
691 535477150 Ex 2010 109500 23556
692 902101010 Ex 2010 115000 23556
693 902102080 Ex 2010 110000 23556
694 902103100 Ex 2010 128900 23556
695 902103120 Ex 2010 103500 23556
696 902103170 Ex 2010 66500 23556
697 902105050 Ex 2010 130000 23556
698 902105060 Ex 2010 129000 23556
699 902106010 Ex 2010 150000 23556
700 902106060 Ex 2010 107500 23556
701 902109130 Gd 2010 94550 23556
702 902109140 Ex 2010 124500 23556
703 902110080 Ex 2010 135000 23556
704 902134120 Ex 2010 103000 23556
705 902135020 Ex 2010 93000 23556
706 902201110 Ex 2010 129500 23556
707 902202150 Ex 2010 93000 23556
708 902204080 Ex 2010 80000 23556
709 902205010 Ex 2010 45000 23556
710 902205030 Ex 2010 37900 23556
711 902206260 Ex 2010 91300 23556
712 902207170 Ex 2010 99500 23556
713 902300090 Ex 2010 113000 23556
714 902301060 Ex 2010 87500 23556
715 902301080 Ex 2010 110000 23556
716 902325070 Ex 2010 106000 23556
717 902326030 Ex 2010 265979 23556
718 902327070 Ex 2010 160000 0
719 902329080 Ex 2010 119000 0
720 902330040 Ex 2010 168000 23556
721 902331010 Ex 2010 58500 23556
722 902401130 Ex 2010 143000 23556
723 902402150 Ex 2010 85000 23556
724 902405100 Ex 2010 124900 23556
725 902405120 Ex 2010 119000 23556
726 902406070 Ex 2010 146500 23556
727 902477120 Ex 2010 34900 23556
728 902477130 Ex 2010 44000 23556
729 903200080 Ex 2010 223500 23556
730 903201020 Ex 2010 149000 23556
731 903201080 Ex 2010 205000 0
732 903202170 Ex 2010 137000 23556
733 903205040 Gd 2010 121000 23556
734 903226130 Ex 2010 128000 23556
735 903226170 Ex 2010 134900 23556
736 903227070 Ex 2010 117000 23556
737 903227090 Ex 2010 132500 23556
738 903228070 Ex 2010 93000 23556
739 903228120 Ex 2010 119000 23556
740 903230100 Gd 2010 100000 23556
741 903231010 Ex 2010 141500 23556
742 903231030 Ex 2010 133000 23556
743 903231060 Gd 2010 60000 23556
744 903231130 Ex 2010 105000 23556
745 903232060 Ex 2010 115000 23556
746 903234220 Ex 2010 150000 23556
747 903236040 Ex 2010 126500 23556
748 903400220 Ex 2010 214500 23556
749 903425245 Ex 2010 167500 23556
750 903427120 Ex 2010 155000 23556
751 903429080 Ex 2010 155000 0
752 903429110 Ex 2010 179900 23556
753 903430060 Ex 2010 104000 23556
754 903430070 Ex 2010 62500 23556
755 903451090 Ex 2010 149000 23556
756 903458170 Ex 2010 103000 23556
757 903475100 Ex 2010 123000 23556
758 903476090 Ex 2010 97500 23556
759 903481120 Ex 2010 135000 23556
760 903481130 Ex 2010 70000 23556
761 903484110 Ex 2010 116000 23556
762 904100190 Gd 2010 88750 23556
763 904301060 Ex 2010 179000 23556
764 904301070 Ex 2010 179000 23556
765 904301100 Ex 2010 159900 23556
766 904301375 Gd 2010 61000 23556
767 904351200 Ex 2010 103600 23556
768 904351240 Ex 2010 63000 23556
769 905101260 Ex 2010 175000 23556
770 905101490 Ex 2010 139000 23556
771 905103040 Ex 2010 172500 23556
772 905103070 Ex 2010 113500 23556
773 905105190 Ex 2010 130000 23556
774 905107310 Ex 2010 149900 23556
775 905108190 Ex 2010 134900 23556
776 905108220 Ex 2010 137000 23556
777 905200220 Ex 2010 139000 23556
778 905200260 Ex 2010 165000 23556
779 905200350 Ex 2010 148000 23556
780 905225090 Ex 2010 165000 23556
781 905228050 Gd 2010 63900 23556
782 905229040 Ex 2010 161500 23556
783 905325020 Ex 2010 143000 0
784 905377010 Ex 2010 135000 23556
785 905377130 Ex 2010 82500 23556
786 905401100 Ex 2010 190000 23556
787 905402060 Ex 2010 139600 23556
788 905402070 Ex 2010 122000 23556
789 905450020 Ex 2010 127500 23556
790 905451300 Ex 2010 121500 23556
791 905451340 Ex 2010 60000 23556
792 905452040 Ex 2010 154400 23556
793 905452050 Ex 2010 113000 23556
794 905475160 Ex 2010 125000 23556
795 905475500 Ex 2010 84000 23556
796 905476230 Ex 2010 139500 23556
797 905478030 Ex 2010 131000 23556
798 905480030 Ex 2010 105000 23556
799 905480210 Ex 2010 108000 23556
800 906201021 Ex 2010 162000 23556
801 906201050 Ex 2010 156500 23556
802 906201130 Ex 2010 316600 23556
803 906203120 Ex 2010 271900 23556
804 906223060 Ex 2010 213000 23556
805 906223080 Ex 2010 239900 23556
806 906223210 Ex 2010 239500 23556
807 906226060 Ex 2010 131000 23556
808 906226070 Ex 2010 118964 23556
809 906226080 Ex 2010 153337 23556
810 906226090 Ex 2010 147983 23556
811 906226100 Ex 2010 118858 23556
812 906226110 Ex 2010 118858 23556
813 906226120 Ex 2010 142953 23556
814 906226130 Ex 2010 148325 23556
815 906226140 Ex 2010 113722 23556
816 906230010 Ex 2010 269500 23556
817 906230020 Ex 2010 269500 23556
818 906230030 Ex 2010 269500 23556
819 906340100 Ex 2010 323262 0
820 906340110 Ex 2010 297000 23556
821 906340120 Ex 2010 295493 0
822 906340130 Ex 2010 332000 0
823 906378110 Ex 2010 239900 23556
824 906380050 Ex 2010 212000 23556
825 906380060 Ex 2010 272500 23556
826 906380100 Ex 2010 239000 0
827 906380130 Ex 2010 220000 23556
828 906380210 Ex 2010 200000 23556
829 906380220 Ex 2010 221800 23556
830 906392070 Ex 2010 194500 23556
831 906392110 Ex 2010 237000 23556
832 906392130 Ex 2010 173000 23556
833 906402060 Ex 2010 275000 23556
834 906426210 Ex 2010 233500 23556
835 906475070 Ex 2010 185000 23556
836 907126010 Ex 2010 152000 23556
837 907126050 Ex 2010 143000 23556
838 907130100 Ex 2010 231500 23556
839 907131090 Ex 2010 212000 23556
840 907131190 Ex 2010 207000 23556
841 907135040 Ex 2010 145000 23556
842 907135170 Ex 2010 138000 23556
843 907175100 Ex 2010 197900 23556
844 907180130 Ex 2010 204000 23556
845 907181100 Ex 2010 192000 23556
846 907185050 Ex 2010 200000 23556
847 907192030 Ex 2010 195000 23556
848 907192090 Ex 2010 227000 23556
849 907194010 Ex 2010 230000 23556
850 907194110 Ex 2010 187100 23556
851 907194160 Ex 2010 203000 23556
852 907196060 Ex 2010 201000 23556
853 907200230 Ex 2010 124000 23556
854 907201220 Ex 2010 140000 23556
855 907201280 Ex 2010 134900 23556
856 907202050 Ex 2010 150500 23556
857 907202080 Ex 2010 136500 23556
858 907202130 Ex 2010 143500 23556
859 907227030 Ex 2010 133500 23556
860 907227080 Ex 2010 123000 23556
861 907227110 Ex 2010 133900 23556
862 907227290 Ex 2010 133000 23556
863 907250070 Ex 2010 250000 23556
864 907252060 Ex 2010 254750 23556
865 907252210 Ex 2010 236500 0
866 907252220 Ex 2010 261500 0
867 907253130 Ex 2010 313000 0
868 907260030 Ex 2010 198500 23556
869 907265010 Ex 2010 211000 23556
870 907275010 Ex 2010 220000 23556
871 907275090 Ex 2010 203000 23556
872 907275140 Ex 2010 279500 23556
873 907280170 Ex 2010 210000 23556
874 907285020 Ex 2010 219500 23556
875 907285050 Ex 2010 191000 23556
876 907290070 Ex 2010 178000 23556
877 907290090 Ex 2010 213000 23556
878 907290180 Ex 2010 144000 23556
879 907290210 Ex 2010 140000 23556
880 907410130 Ex 2010 293200 23556
881 907412020 Ex 2010 190000 23556
882 907414020 Ex 2010 190000 23556
883 907414080 Ex 2010 173500 23556
884 907420040 Ex 2010 170000 23556
885 908102050 Ex 2010 108000 23556
886 908102270 Ex 2010 167000 23556
887 908102290 Ex 2010 100000 23556
888 908128060 Ex 2010 198500 23556
889 908151050 Ex 2010 159500 23556
890 908152035 Ex 2010 127000 23556
891 908152100 Ex 2010 125000 23556
892 908154040 Ex 2010 320000 0
893 908186080 Ex 2010 145500 23556
894 908201040 Ex 2010 118000 23556
895 908203090 Ex 2010 85000 23556
896 908225290 Ex 2010 120000 23556
897 908225370 Ex 2010 98000 23556
898 908229020 Ex 2010 99900 23556
899 908250030 Gd 2010 82000 23556
900 908275040 Ex 2010 119900 23556
901 908275110 Ex 2010 103500 23556
902 908276150 Ex 2010 112000 23556
903 909101010 Ex 2010 110000 23556
904 909101100 Ex 2010 122000 23556
905 909101140 Ex 2010 117000 23556
906 909129090 Ex 2010 160000 23556
907 909129100 Ex 2010 159434 23556
908 909175080 Gd 2010 60000 23556
909 909178160 Ex 2010 139500 23556
910 909179020 Ex 2010 197000 23556
911 909250080 Ex 2010 105000 23556
912 909250220 Ex 2010 135000 23556
913 909251050 Ex 2010 147500 23556
914 909251170 Ex 2010 137450 23556
915 909252020 Ex 2010 155000 23556
916 909253010 Ex 2010 177000 23556
917 909253180 Ex 2010 145000 23556
918 909254010 Ex 2010 137000 23556
919 909257050 Ex 2010 234000 23556
920 909275080 Ex 2010 205000 23556
921 909276110 Ex 2010 177500 23556
922 909276200 Ex 2010 160000 23556
923 909277090 Ex 2010 155000 23556
924 909277100 Ex 2010 163500 23556
925 909278020 Ex 2010 154900 23556
926 909279010 Ex 2010 205000 23556
927 909282130 Ex 2010 144800 23556
928 909425060 Gd 2010 174500 23556
929 909425130 Ex 2010 193000 23556
930 909426090 Gd 2010 158000 23556
931 909427200 Ex 2010 158500 23556
932 909428240 Ex 2010 224000 23556
933 909451040 Ex 2010 115000 23556
934 909451100 Ex 2010 137000 23556
935 909451140 Ex 2010 121000 23556
936 909451180 Ex 2010 124000 23556
937 909452050 Ex 2010 208000 23556
938 909475040 Ex 2010 315000 0
939 909475300 Ex 2010 222000 23556
940 910202070 Ex 2010 147000 23556
941 910204050 Ex 2010 123000 23556
942 910205020 Ex 2010 78000 23556
943 911103050 Gd 2010 85000 23556
944 911104060 Ex 2010 75000 23556
945 911370500 Ex 2010 230000 0
946 912251110 Ex 2010 57625 23556
947 914465020 Ex 2010 251000 23556
948 914465040 Ex 2010 239686 23556
949 914465055 Ex 2010 240000 23556
950 914474070 Ex 2010 215000 23556
951 914475010 Ex 2010 156450 23556
952 914475030 Ex 2010 173000 23556
953 914476020 Ex 2010 126000 23556
954 914476380 Ex 2010 173000 23556
955 914476430 Ex 2010 152000 23556
956 916176030 Ex 2010 137500 23556
957 916176125 Ex 2010 375000 23556
958 916380070 Ex 2010 315500 0
959 916382010 Ex 2010 224500 23556
960 916382100 Ex 2010 410000 0
961 916382110 Ex 2010 316500 0
962 916386140 Ex 2010 201000 23556
963 916403010 Ex 2010 175000 23556
964 916403200 Ex 2010 204000 23556
965 916403250 Ex 2010 213500 23556
966 916455070 Ex 2010 220000 23556
967 916460110 Ex 2010 170000 23556
968 916475040 Ex 2010 315000 0
969 921128050 Ex 2010 425000 0
970 923201100 Ex 2010 139500 23556
971 923202060 Ex 2010 115000 23556
972 923203110 Ex 2010 162000 23556
973 923203190 Ex 2010 165000 23556
974 923225360 Ex 2010 91000 23556
975 923225490 Ex 2010 130000 23556
976 923226270 Ex 2010 86000 23556
977 923227080 Ex 2010 160000 23556
978 923228110 Ex 2010 80000 23556
979 923228150 Ex 2010 97000 23556
980 923228230 Ex 2010 88000 23556
981 923230200 Ex 2010 131900 23556
982 923252075 Ex 2010 131250 23556
983 923275040 Ex 2010 165500 23556
984 923275140 Ex 2010 112000 23556
985 923276260 Ex 2010 149000 23556
986 923400025 Ex 2010 143000 23556
987 923400110 Ex 2010 130000 23556
988 924100040 Ex 2010 196000 23556
989 924100060 Ex 2010 173000 23556
990 526351030 Ex 2010 176500 23556
991 526353050 Ex 2010 237500 23556
992 526354070 Ex 2010 206900 23556
993 527105050 Ex 2010 187500 23556
994 527106050 Ex 2010 165000 23556
995 527106140 Ex 2010 195500 23556
996 527106150 Ex 2010 192000 23556
997 527107010 Ex 2010 173000 23556
998 527107090 Ex 2010 177900 23556
999 527107210 Ex 2010 175000 23556
1000 527127140 Ex 2010 286000 0
1001 527131110 Ex 2010 247900 23556
1002 527140090 Ex 2010 180000 23556
1003 527145090 Ex 2010 180000 23556
1004 527161010 Ex 2010 181000 23556
1005 527162180 Ex 2010 183000 23556
1006 527163100 Ex 2010 188000 23556
1007 527164120 Ex 2010 194500 23556
1008 527165010 Ex 2010 185000 23556
1009 527183030 Ex 2010 189000 23556
1010 527183060 Ex 2010 188500 23556
1011 527208010 Ex 2010 355000 0
1012 527212050 Ex 2010 325000 0
1013 527214030 Ex 2010 387000 0
1014 527226020 Ex 2010 115000 23556
1015 527252080 Ex 2010 334000 0
1016 527276040 Ex 2010 133000 23556
1017 527301170 Ex 2010 215000 23556
1018 527301245 Ex 2010 226500 0
1019 527302050 Ex 2010 175500 23556
1020 527302070 Ex 2010 181900 23556
1021 527302185 Ex 2010 235000 23556
1022 527302210 Ex 2010 220000 23556
1023 527325070 Ex 2010 272000 23556
1024 527325240 Ex 2010 161000 23556
1025 527326130 Ex 2010 175000 0
1026 527354160 Ex 2010 185000 23556
1027 527357110 Ex 2010 146900 23556
1028 527357180 Ex 2010 292500 23556
1029 527358120 Ex 2010 180000 23556
1030 527359030 Ex 2010 159900 23556
1031 527359070 Ex 2010 205000 23556
1032 527378020 Ex 2010 157000 23556
1033 527380240 Ex 2010 306000 23556
1034 527401130 Ex 2010 133000 23556
1035 527402060 Ex 2010 151000 23556
1036 527402130 Ex 2010 111900 23556
1037 527403360 Ex 2010 123000 23556
1038 527425035 Ex 2010 111250 23556
1039 527427110 Ex 2010 181000 23556
1040 527450110 Ex 2010 103400 23556
1041 527450250 Ex 2010 100000 23556
1042 527450520 Ex 2010 100500 23556
1043 527451060 Ex 2010 106000 23556
1044 527451290 Ex 2010 85400 23556
1045 527451400 Ex 2010 89500 23556
1046 527451550 Ex 2010 111750 23556
1047 527452150 Ex 2010 140000 23556
1048 527453160 Ex 2010 143000 23556
1049 527454120 Ex 2010 148500 23556
1050 527455270 Ex 2010 110000 23556
1051 528102030 Ex 2010 394617 0
1052 528102110 Ex 2010 426000 0
1053 528104050 Ex 2010 385000 0
1054 528104080 Ex 2010 446261 0
1055 528108150 Ex 2010 317500 23556
1056 528110080 Ex 2010 372402 23556
1057 528110110 Ex 2010 417500 0
1058 528114040 Ex 2010 383000 0
1059 528118030 Ex 2010 390000 0
1060 528118090 Ex 2010 460000 0
1061 528120130 Ex 2010 379000 0
1062 528142020 Ex 2010 250000 23556
1063 528142140 Ex 2010 316000 0
1064 528164060 Ex 2010 615000 0
1065 528166120 Ex 2010 412500 0
1066 528170070 Ex 2010 284000 23556
1067 528172080 Ex 2010 284000 23556
1068 528178070 Ex 2010 421250 23556
1069 528178090 Ex 2010 370000 23556
1070 528180110 Ex 2010 336860 0
1071 528180140 Ex 2010 367294 0
1072 528181010 Ex 2010 192000 23556
1073 528186030 Ex 2010 274000 0
1074 528186080 Ex 2010 266000 0
1075 528186130 Ex 2010 370967 0
1076 528186160 Ex 2010 234250 23556
1077 528186170 Ex 2010 219500 23556
1078 528188090 Ex 2010 155000 23556
1079 528188150 Ex 2010 154000 23556
1080 528190010 Ex 2010 207000 23556
1081 528228345 Ex 2010 195000 23556
1082 528228405 Ex 2010 219990 23556
1083 528228445 Ex 2010 191000 23556
1084 528228465 Ex 2010 159895 23556
1085 528228540 Ex 2010 187687 23556
1086 528235020 Ex 2010 179000 23556
1087 528235120 Ex 2010 193000 23556
1088 528235180 Ex 2010 190000 23556
1089 528240040 Ex 2010 176000 23556
1090 528240050 Ex 2010 188000 23556
1091 528250030 Ex 2010 213000 23556
1092 528253020 Ex 2010 217300 23556
1093 528280130 Ex 2010 186500 23556
1094 528280180 Ex 2010 226750 23556
1095 528290010 Ex 2010 184000 23556
1096 528290090 Ex 2010 176000 23556
1097 528292060 Ex 2010 225000 23556
1098 528294060 Ex 2010 185900 23556
1099 528315060 Ex 2010 284500 23556
1100 528315110 Ex 2010 315000 23556
1101 528326030 Ex 2010 250000 23556
1102 528326110 Ex 2010 291000 0
1103 528346050 Ex 2010 350000 23556
1104 528354100 Ex 2010 279500 23556
1105 528363020 Ex 2010 290000 23556
1106 528363110 Ex 2010 350000 23556
1107 528365060 Ex 2010 341000 23556
1108 528365080 Ex 2010 287500 23556
1109 528387050 Ex 2010 271000 23556
1110 528390020 Ex 2010 301500 23556
1111 528427010 Ex 2010 235128 23556
1112 528427070 Ex 2010 214000 23556
1113 528429050 Ex 2010 232000 23556
1114 528429070 Ex 2010 240000 23556
1115 528429080 Ex 2010 264132 0
1116 528431060 Ex 2010 245000 23556
1117 528431080 Ex 2010 227680 0
1118 528431120 Ex 2010 257000 23556
1119 528435020 Ex 2010 297900 23556
1120 528439010 Ex 2010 247000 23556
1121 528458030 Ex 2010 212700 23556
1122 528458050 Ex 2010 250580 23556
1123 528462040 Ex 2010 182000 23556
1124 528477040 Ex 2010 226700 23556
1125 528478030 Ex 2010 250000 23556
1126 528478040 Ex 2010 250000 23556
1127 528480060 Ex 2010 339750 0
1128 528480160 Ex 2010 205950 23556
1129 528482020 Ex 2010 256000 23556
1130 528488140 Ex 2010 230348 23556
1131 528490080 Ex 2010 207500 23556
1132 531363060 Ex 2010 141000 23556
1133 531371070 Ex 2010 188000 23556
1134 531373060 Ex 2010 192500 23556
1135 531375050 Ex 2010 146000 23556
1136 531375110 Ex 2010 159000 23556
1137 531375120 Ex 2010 155000 23556
1138 531376010 Ex 2010 173000 23556
1139 531376070 Ex 2010 170000 23556
1140 531382090 Ex 2010 182000 23556
1141 531382110 Ex 2010 163000 23556
1142 531382120 Ex 2010 193500 23556
1143 531384030 Ex 2010 189000 23556
1144 531385060 Ex 2010 190500 23556
1145 531450030 Ex 2010 175000 23556
1146 531450090 Ex 2010 179200 23556
1147 531450170 Ex 2010 187000 23556
1148 531451020 Ex 2010 193000 23556
1149 531452140 Ex 2010 153900 23556
1150 532351050 Ex 2010 128000 23556
1151 532353050 Ex 2010 144000 23556
1152 532354150 Ex 2010 135000 23556
1153 532376170 Ex 2010 115000 23556
1154 532377020 Ex 2010 119916 23556
1155 532378200 Ex 2010 142000 23556
1156 532477030 Ex 2010 192000 23556
1157 532479020 Ex 2010 140000 23556
1158 533125080 Ex 2010 290000 23556
1159 533125140 Ex 2010 372500 23556
1160 533206050 Ex 2010 196000 23556
1161 533208080 Ex 2010 171900 23556
1162 533208140 Ex 2010 178000 23556
1163 533212050 Ex 2010 165000 23556
1164 533212140 Ex 2010 146000 23556
1165 533212150 Ex 2010 146000 23556
1166 533213070 Ex 2010 179400 23556
1167 533213120 Ex 2010 172900 23556
1168 533215020 Ex 2010 300000 0
1169 533215030 Ex 2010 285000 23556
1170 533215040 Ex 2010 290000 0
1171 533215070 Ex 2010 305000 0
1172 533215080 Ex 2010 328900 23556
1173 533217050 Ex 2010 160000 23556
1174 533217060 Ex 2010 170000 23556
1175 533234020 Ex 2010 223000 23556
1176 533236060 Ex 2010 170000 23556
1177 533236070 Ex 2010 200000 23556
1178 533236090 Ex 2010 345000 0
1179 533250050 Ex 2010 245500 0
1180 533250110 Ex 2010 217500 23556
1181 533250160 Ex 2010 324000 23556
1182 533251120 Ex 2010 162500 23556
1183 533350090 Ex 2010 150000 23556
1184 533350120 Ex 2010 290000 0
1185 534104100 Ex 2010 205000 23556
1186 534126090 Ex 2010 174000 23556
1187 534127210 Ex 2010 183000 23556
1188 534127230 Ex 2010 150000 23556
1189 534128050 Ex 2010 145000 23556
1190 534129060 Ex 2010 215000 23556
1191 534175140 Ex 2010 140500 23556
1192 534177180 Ex 2010 240000 23556
1193 534201240 Ex 2010 141000 23556
1194 534202130 Ex 2010 147000 23556
1195 534204030 Ex 2010 135000 23556
1196 534225110 Ex 2010 145000 23556
1197 534225120 Ex 2010 142600 23556
1198 534250010 Ex 2010 135000 23556
1199 534250335 Ex 2010 170000 23556
1200 534250370 Ex 2010 299800 23556
1201 534250410 Ex 2010 185000 23556
1202 534251280 Ex 2010 173000 23556
1203 534252090 Ex 2010 178400 0
1204 534252270 Ex 2010 176000 23556
1205 534276190 Ex 2010 98000 23556
1206 534277060 Ex 2010 109008 23556
1207 534277070 Ex 2010 135750 23556
1208 534400030 Ex 2010 155000 23556
1209 534400060 Ex 2010 180500 23556
1210 534401130 Ex 2010 174900 23556
1211 534401190 Ex 2010 140000 23556
1212 534403050 Ex 2010 145000 23556
1213 534403080 Ex 2010 179900 23556
1214 534403100 Ex 2010 168500 23556
1215 534403260 Ex 2010 140000 23556
1216 534426040 Ex 2010 145500 23556
1217 534427040 Ex 2010 142000 23556
1218 534428020 Ex 2010 141000 23556
1219 534428100 Ex 2010 153000 23556
1220 534451080 Ex 2010 72500 23556
1221 534451170 Ex 2010 52000 23556
1222 534452060 Ex 2010 118000 23556
1223 534453140 Ex 2010 87000 23556
1224 534455030 Ex 2010 141500 23556
1225 534477080 Ex 2010 119000 23556
1226 534477090 Ex 2010 141500 23556
1227 534477270 Ex 2010 165500 23556
1228 534479150 Ex 2010 112900 23556
1229 535103050 Ex 2010 201800 23556
1230 535104020 Ex 2010 163000 23556
1231 535105030 Ex 2010 139950 23556
1232 535105060 Ex 2010 174000 23556
1233 535105090 Ex 2010 165000 23556
1234 535126140 Ex 2010 227000 23556
1235 535150210 Ex 2010 135000 23556
1236 535150280 Ex 2010 124000 23556
1237 535151160 Ex 2010 140000 23556
1238 535152200 Ex 2010 136500 23556
1239 535153140 Ex 2010 185000 23556
1240 535153150 Ex 2010 163000 23556
1241 535176100 Ex 2010 166800 23556
1242 535178060 Ex 2010 139000 23556
1243 535179060 Ex 2010 166000 23556
1244 535180100 Ex 2010 136000 23556
1245 535180120 Ex 2010 133000 23556
1246 535301080 Ex 2010 116000 23556
1247 535302130 Ex 2010 137500 23556
1248 535302140 Ex 2010 130000 23556
1249 535303030 Ex 2010 180000 23556
1250 535305030 Ex 2010 139000 23556
1251 535305160 Ex 2010 110000 23556
1252 535327230 Ex 2010 100000 23556
1253 535352080 Ex 2010 118500 23556
1254 535354200 Ex 2010 146000 23556
1255 535375140 Ex 2010 89900 23556
1256 535375160 Ex 2010 114000 23556
1257 535380050 Ex 2010 140000 23556
1258 535380110 Ex 2010 86900 23556
1259 535380140 Ex 2010 139000 23556
1260 535383100 Ex 2010 106250 23556
1261 535402120 Ex 2010 171000 23556
1262 535403010 Ex 2010 139000 23556
1263 535425060 Ex 2010 186000 23556
1264 535426260 Ex 2010 157000 23556
1265 535426350 Ex 2010 148000 23556
1266 535427070 Ex 2010 242000 23556
1267 535451010 Ex 2010 116000 23556
1268 535451050 Ex 2010 94000 23556
1269 535451230 Ex 2010 98300 23556
1270 535452120 Ex 2010 127000 23556
1271 535453020 Ex 2010 159000 23556
1272 535453040 Ex 2010 125900 23556
1273 535453210 Ex 2010 155000 23556
1274 535454150 Ex 2010 138000 23556
1275 535455060 Ex 2010 112500 23556
1276 535455080 Ex 2010 105500 23556
1277 535455090 Ex 2010 127500 23556
1278 535456050 Ex 2010 130000 23556
1279 535456070 Ex 2010 150000 23556
1280 535456100 Ex 2010 109500 23556
1281 535475020 Ex 2010 140000 23556
1282 535476370 Ex 2010 167900 23556
1283 535477090 Ex 2010 136870 23556
1284 902100020 Ex 2010 143000 23556
1285 902100030 Ex 2010 73000 23556
1286 902102060 Ex 2010 157500 23556
1287 902103150 Ex 2010 122600 23556
1288 902105010 Ex 2010 111000 23556
1289 902105020 Ex 2010 256000 23556
1290 902105130 Ex 2010 64000 23556
1291 902107030 Ex 2010 139500 23556
1292 902109080 Ex 2010 118000 23556
1293 902109110 Ex 2010 200000 23556
1294 902109120 Ex 2010 119164 23556
1295 902109160 Ex 2010 122250 0
1296 902128075 Ex 2010 120000 23556
1297 902128150 Ex 2010 155000 23556
1298 902134100 Ex 2010 78000 23556
1299 902136110 Ex 2010 95000 23556
1300 902201120 Ex 2010 115000 23556
1301 902201140 Ex 2010 147000 23556
1302 902202090 Ex 2010 140000 23556
1303 902205070 Ex 2010 46500 23556
1304 902205090 Ex 2010 112500 23556
1305 902205140 Ex 2010 107900 23556
1306 902207120 Ex 2010 65000 23556
1307 902207220 Ex 2010 295000 23556
1308 902300110 Ex 2010 139500 23556
1309 902300215 Ex 2010 153900 23556
1310 902300260 Ex 2010 132000 23556
1311 902301140 Ex 2010 98000 23556
1312 902301150 Ex 2010 114000 23556
1313 902304060 Ex 2010 130000 23556
1314 902305080 Ex 2010 129500 23556
1315 902306120 Ex 2010 129400 23556
1316 902306130 Ex 2010 161000 23556
1317 902326060 Ex 2010 163000 23556
1318 902328040 Ex 2010 128000 23556
1319 902330010 Ex 2010 122000 23556
1320 902401010 Ex 2010 116900 23556
1321 902401120 Ex 2010 325000 23556
1322 902402260 Ex 2010 55000 23556
1323 902405070 Ex 2010 184000 23556
1324 902406020 Gd 2010 110000 23556
1325 902406090 Ex 2010 131500 23556
1326 902427045 Ex 2010 97000 23556
1327 902427150 Ex 2010 115500 23556
1328 903201030 Ex 2010 138000 23556
1329 903204010 Ex 2010 108000 23556
1330 903204095 Ex 2010 79500 23556
1331 903206070 Ex 2010 153000 23556
1332 903225050 Ex 2010 109500 23556
1333 903225140 Ex 2010 124000 23556
1334 903225160 Ex 2010 106900 23556
1335 903226060 Ex 2010 164900 23556
1336 903226150 Ex 2010 119000 23556
1337 903227080 Ex 2010 120000 23556
1338 903228040 Ex 2010 157000 23556
1339 903228060 Ex 2010 105000 23556
1340 903228090 Ex 2010 113000 23556
1341 903230110 Ex 2010 115000 23556
1342 903230120 Ex 2010 79000 23556
1343 903231080 Ex 2010 123000 23556
1344 903232030 Ex 2010 81300 23556
1345 903232090 Ex 2010 162900 23556
1346 903233080 Ex 2010 150000 23556
1347 903234090 Ex 2010 123500 23556
1348 903234100 Ex 2010 129900 23556
1349 903235010 Ex 2010 128000 23556
1350 903235100 Gd 2010 68500 23556
1351 903236010 Ex 2010 127000 23556
1352 903400180 Ex 2010 207000 23556
1353 903401020 Ex 2010 184000 23556
1354 903401030 Ex 2010 162500 23556
1355 903401050 Ex 2010 145000 23556
1356 903425420 Gd 2010 130000 23556
1357 903426160 Ex 2010 160000 23556
1358 903427090 Ex 2010 161000 23556
1359 903429010 Ex 2010 127500 23556
1360 903452025 Ex 2010 93850 23556
1361 903453050 Ex 2010 136000 23556
1362 903454100 Ex 2010 141000 23556
1363 903455030 Ex 2010 120000 23556
1364 903455140 Ex 2010 127500 23556
1365 903456130 Ex 2010 127000 23556
1366 903458110 Gd 2010 89500 23556
1367 903475020 Ex 2010 125000 23556
1368 903476110 Ex 2010 79900 23556
1369 903481010 Ex 2010 85000 23556
1370 903481100 Ex 2010 82375 23556
1371 903484020 Ex 2010 135000 23556
1372 904100020 Ex 2010 124000 23556
1373 904100040 Ex 2010 134000 23556
1374 904100160 Ex 2010 135000 23556
1375 904101170 Ex 2010 134432 23556
1376 904351280 Ex 2010 127500 23556
1377 905100020 Ex 2010 148000 23556
1378 905102170 Ex 2010 129500 23556
1379 905103030 Ex 2010 157500 23556
1380 905104080 Ex 2010 109900 23556
1381 905104110 Ex 2010 145000 23556
1382 905104180 Ex 2010 130000 23556
1383 905107280 Ex 2010 153000 23556
1384 905107380 Ex 2010 120000 23556
1385 905108170 Ex 2010 152000 23556
1386 905200090 Ex 2010 108959 23556
1387 905200100 Ex 2010 95541 23556
1388 905200160 Ex 2010 80000 23556
1389 905200510 Ex 2010 149350 23556
1390 905201020 Ex 2010 144900 23556
1391 905201110 Ex 2010 185000 23556
1392 905201120 Ex 2010 165000 23556
1393 905202230 Ex 2010 235000 23556
1394 905225040 Ex 2010 140000 23556
1395 905226030 Ex 2010 108000 23556
1396 905226110 Ex 2010 145000 23556
1397 905227050 Ex 2010 152400 23556
1398 905300020 Ex 2010 144000 23556
1399 905351089 Ex 2010 173000 23556
1400 905352030 Ex 2010 192000 23556
1401 905352070 Ex 2010 245000 23556
1402 905401045 Ex 2010 241500 23556
1403 905401060 Ex 2010 256000 23556
1404 905402090 Ex 2010 177000 0
1405 905403060 Ex 2010 125600 23556
1406 905403150 Ex 2010 155000 23556
1407 905425125 Ex 2010 240000 23556
1408 905426030 Gd 2010 260000 23556
1409 905427050 Ex 2010 185000 23556
1410 905427070 Ex 2010 235000 23556
1411 905451330 Ex 2010 159900 23556
1412 905452070 Ex 2010 99600 23556
1413 905452120 Ex 2010 134500 23556
1414 905476120 Ex 2010 119000 23556
1415 905477050 Ex 2010 107500 23556
1416 905479110 Ex 2010 125000 23556
1417 905480150 Ex 2010 79000 23556
1418 905480240 Ex 2010 95000 23556
1419 906204150 Ex 2010 262280 23556
1420 906204280 Ex 2010 260000 23556
1421 906223110 Ex 2010 226500 23556
1422 906223140 Ex 2010 225000 23556
1423 906223220 Ex 2010 229000 23556
1424 906378190 Ex 2010 177439 23556
1425 906380030 Ex 2010 248500 23556
1426 906412010 Ex 2010 475000 0
1427 906412050 Ex 2010 395039 0
1428 906420130 Ex 2010 228000 23556
1429 906424010 Ex 2010 225000 23556
1430 906475100 Ex 2010 195000 23556
1431 906476030 Ex 2010 200000 23556
1432 907126030 Ex 2010 155000 23556
1433 907135020 Ex 2010 144000 23556
1434 907135260 Ex 2010 145000 23556
1435 907175080 Ex 2010 226001 23556
1436 907176010 Ex 2010 215700 23556
1437 907181120 Ex 2010 207500 23556
1438 907181140 Ex 2010 193000 23556
1439 907187030 Ex 2010 188000 23556
1440 907187080 Ex 2010 191000 23556
1441 907192130 Ex 2010 221000 23556
1442 907194020 Ex 2010 231500 23556
1443 907196040 Ex 2010 235000 23556
1444 907196050 Ex 2010 223500 23556
1445 907200110 Ex 2010 130250 23556
1446 907201060 Ex 2010 149900 23556
1447 907202010 Ex 2010 158000 23556
1448 907202160 Ex 2010 147000 23556
1449 907202190 Ex 2010 143195 23556
1450 907202240 Ex 2010 163000 23556
1451 907203090 Ex 2010 110000 23556
1452 907227050 Ex 2010 127000 23556
1453 907227300 Ex 2010 124900 23556
1454 907250020 Ex 2010 230000 23556
1455 907251090 Ex 2010 237000 23556
1456 907253060 Ex 2010 235000 23556
1457 907253110 Ex 2010 230500 23556
1458 907254020 Ex 2010 230000 23556
1459 907254090 Ex 2010 222500 23556
1460 907255020 Ex 2010 287000 23556
1461 907255030 Ex 2010 274000 23556
1462 907255060 Ex 2010 300000 23556
1463 907260010 Ex 2010 255900 23556
1464 907262030 Ex 2010 224900 23556
1465 907262060 Ex 2010 240000 23556
1466 907262070 Ex 2010 183000 23556
1467 907265100 Ex 2010 207000 23556
1468 907285080 Ex 2010 210000 23556
1469 907290150 Ex 2010 136500 23556
1470 907290250 Ex 2010 145000 23556
1471 907295020 Ex 2010 208900 23556
1472 907295100 Ex 2010 185000 23556
1473 907405020 Ex 2010 214000 23556
1474 907405140 Ex 2010 208500 23556
1475 907412040 Ex 2010 186500 23556
1476 907412070 Ex 2010 210000 23556
1477 907412080 Ex 2010 185900 23556
1478 907412090 Ex 2010 179900 23556
1479 907418010 Ex 2010 218836 23556
1480 907418040 Ex 2010 193000 23556
1481 907420080 Ex 2010 189000 23556
1482 907425010 Ex 2010 149300 23556
1483 907425015 Ex 2010 141000 23556
1484 907425030 Ex 2010 149000 23556
1485 907425035 Ex 2010 144500 23556
1486 908102030 Ex 2010 85000 23556
1487 908102040 Ex 2010 145900 23556
1488 908102140 Ex 2010 123000 23556
1489 908102260 Ex 2010 147500 23556
1490 908103260 Ex 2010 165000 23556
1491 908103280 Ex 2010 135000 23556
1492 908127120 Ex 2010 108000 23556
1493 908128050 Ex 2010 137500 23556
1494 908128110 Ex 2010 165400 23556
1495 908151040 Ex 2010 147000 23556
1496 908152110 Ex 2010 160500 23556
1497 908152270 Ex 2010 176000 23556
1498 908154080 Ex 2010 284700 0
1499 908154235 Ex 2010 160000 0
1500 908186040 Ex 2010 148000 23556
1501 908201100 Gd 2010 82000 23556
1502 908201110 Ex 2010 82000 23556
1503 908201120 Gd 2010 118000 23556
1504 908204160 Ex 2010 82500 23556
1505 908225170 Ex 2010 91900 23556
1506 908226120 Ex 2010 120000 0
1507 908250040 Ex 2010 96000 23556
1508 908250090 Ex 2010 99000 23556
1509 908275130 Ex 2010 130500 23556
1510 908275180 Ex 2010 135000 23556
1511 908275280 Ex 2010 135500 23556
1512 908276140 Ex 2010 100000 23556
1513 909100150 Ex 2010 108000 23556
1514 909100170 Ex 2010 98000 23556
1515 909101060 Ex 2010 67000 23556
1516 909101180 Gd 2010 135900 23556
1517 909131170 Gd 2010 140000 23556
1518 909175050 Ex 2010 179500 23556
1519 909175100 Ex 2010 136500 23556
1520 909177120 Ex 2010 168000 23556
1521 909201110 Ex 2010 130000 23556
1522 909250040 Ex 2010 189000 23556
1523 909250230 Ex 2010 161900 23556
1524 909251080 Ex 2010 145000 23556
1525 909251090 Ex 2010 191000 23556
1526 909252110 Ex 2010 177000 23556
1527 909252220 Ex 2010 147500 23556
1528 909253190 Ex 2010 91000 23556
1529 909254050 Ex 2010 231000 23556
1530 909256060 Ex 2010 115000 23556
1531 909275040 Ex 2010 138000 23556
1532 909275050 Ex 2010 149000 23556
1533 909276170 Ex 2010 188700 23556
1534 909277040 Ex 2010 198000 23556
1535 909277070 Ex 2010 110000 23556
1536 909281030 Ex 2010 104000 23556
1537 909281110 Ex 2010 257076 23556
1538 909282030 Ex 2010 381000 23556
1539 909425010 Ex 2010 311500 23556
1540 909425085 Ex 2010 263400 23556
1541 909428170 Ex 2010 236500 23556
1542 909428190 Ex 2010 224000 23556
1543 909451020 Ex 2010 116500 23556
1544 909451150 Ex 2010 151000 23556
1545 910200080 Ex 2010 126000 23556
1546 910201130 Ex 2010 120000 23556
1547 910202050 Ex 2010 55000 23556
1548 910202100 Ex 2010 120500 23556
1549 910203020 Ex 2010 120500 23556
1550 910203090 Ex 2010 119000 23556
1551 910205010 Ex 2010 126000 23556
1552 910206110 Ex 2010 99500 23556
1553 910226040 Ex 2010 165500 23556
1554 910251050 Gd 2010 13100 23556
1555 911102090 Ex 2010 89000 23556
1556 911102170 Ex 2010 40000 23556
1557 911102180 Ex 2010 80900 23556
1558 911226010 Ex 2010 81000 23556
1559 911226030 Gd 2010 65000 23556
1560 911370410 Ex 2010 392500 23556
1561 911370490 Ex 2010 294464 0
1562 911370520 Ex 2010 250000 0
1563 911370540 Ex 2010 275000 23556
1564 914453045 Ex 2010 300000 23556
1565 914465060 Ex 2010 271000 23556
1566 914467050 Ex 2010 213000 23556
1567 914475020 Ex 2010 171000 23556
1568 914476010 Ex 2010 171500 23556
1569 914476080 Ex 2010 100000 23556
1570 914476450 Ex 2010 228500 23556
1571 916125425 Ex 2010 228950 23556
1572 916226030 Ex 2010 241500 23556
1573 916325080 Ex 2010 287000 23556
1574 916380060 Ex 2010 294000 23556
1575 916382120 Ex 2010 293077 23556
1576 916384100 Ex 2010 264966 23556
1577 916386040 Ex 2010 172500 23556
1578 916386080 Ex 2010 167500 23556
1579 916386180 Ex 2010 218689 23556
1580 916402015 Ex 2010 150000 23556
1581 916402115 Ex 2010 184000 23556
1582 916402215 Ex 2010 180000 23556
1583 916403230 Ex 2010 175000 23556
1584 916455120 Ex 2010 232500 23556
1585 916460060 Ex 2010 195000 23556
1586 916477020 Ex 2010 305000 23556
1587 921126030 Ex 2010 298751 23556
1588 921201060 Ex 2010 370000 23556
1589 923202005 Ex 2010 209200 23556
1590 923202015 Ex 2010 206300 23556
1591 923202137 Ex 2010 146000 23556
1592 923203140 Ex 2010 160500 23556
1593 923204040 Ex 2010 173000 23556
1594 923225080 Ex 2010 124000 23556
1595 923225150 Ex 2010 115000 23556
1596 923225200 Ex 2010 129500 23556
1597 923225310 Ex 2010 105000 23556
1598 923225370 Ex 2010 94900 23556
1599 923227030 Ex 2010 152500 23556
1600 923228080 Ex 2010 98000 23556
1601 923228420 Ex 2010 81000 23556
1602 923250210 Ex 2010 113000 23556
1603 923252100 Ex 2010 128500 23556
1604 923275090 Ex 2010 119500 23556
1605 923277030 Ex 2010 130500 23556
1606 923277040 Ex 2010 138000 23556
1607 923277080 Ex 2010 134500 23556
1608 923400040 Ex 2010 160000 23556
1609 923426010 Ex 2010 137500 23556
1610 924100020 Ex 2010 172000 23556
1611 1007100110 Ex 2010 103000 23556
1612 526352080 Ex 2010 167300 23556
1613 526352090 Ex 2010 167000 23556
1614 526355170 Ex 2010 244000 23556
1615 526355190 Ex 2010 268000 23556
1616 527105140 Ex 2010 225000 23556
1617 527107040 Ex 2010 168000 23556
1618 527110080 Ex 2010 177000 23556
1619 527110120 Ex 2010 169000 23556
1620 527110130 Ex 2010 161500 23556
1621 527126030 Ex 2010 251000 0
1622 527158090 Ex 2010 160000 23556
1623 527161090 Ex 2010 180000 23556
1624 527162080 Ex 2010 178750 23556
1625 527162090 Ex 2010 176000 23556
1626 527162140 Ex 2010 204000 23556
1627 527163080 Ex 2010 160000 23556
1628 527165020 Ex 2010 160000 23556
1629 527165100 Ex 2010 163900 23556
1630 527165170 Ex 2010 168000 23556
1631 527175130 Ex 2010 154204 23556
1632 527182040 Ex 2010 170000 23556
1633 527182170 Ex 2010 207500 23556
1634 527184020 Ex 2010 182000 23556
1635 527184110 Ex 2010 212000 23556
1636 527210060 Ex 2010 377426 23556
1637 527212060 Ex 2010 349265 0
1638 527216080 Ex 2010 591587 23556
1639 527226040 Ex 2010 155000 23556
1640 527252050 Ex 2010 319900 0
1641 527252070 Ex 2010 392000 23556
1642 527256030 Ex 2010 441929 23556
1643 527256040 Ex 2010 455000 0
1644 527301080 Ex 2010 182900 23556
1645 527301280 Ex 2010 174000 23556
1646 527302020 Ex 2010 178000 23556
1647 527302060 Ex 2010 176000 23556
1648 527302090 Ex 2010 213000 23556
1649 527325090 Ex 2010 192000 23556
1650 527325110 Ex 2010 190000 23556
1651 527327050 Ex 2010 195000 23556
1652 527328020 Ex 2010 148000 23556
1653 527328050 Ex 2010 151500 23556
1654 527353080 Ex 2010 197000 23556
1655 527354050 Ex 2010 192350 23556
1656 527356050 Ex 2010 152000 23556
1657 527357020 Ex 2010 170000 23556
1658 527358060 Ex 2010 175000 23556
1659 527359010 Ex 2010 175000 23556
1660 527359080 Ex 2010 197900 23556
1661 527359160 Ex 2010 174000 23556
1662 527377110 Ex 2010 178900 23556
1663 527402090 Ex 2010 139000 23556
1664 527402150 Ex 2010 143250 23556
1665 527402240 Ex 2010 184000 23556
1666 527403310 Ex 2010 155000 23556
1667 527404050 Ex 2010 133000 0
1668 527404100 Ex 2010 119500 23556
1669 527404140 Ex 2010 123000 23556
1670 527404150 Ex 2010 110000 23556
1671 527425025 Ex 2010 128000 23556
1672 527425140 Ex 2010 120500 23556
1673 527427090 Ex 2010 133000 23556
1674 527427160 Ex 2010 155000 23556
1675 527427200 Ex 2010 177000 23556
1676 527450030 Ex 2010 113500 23556
1677 527450150 Ex 2010 113000 23556
1678 527450220 Ex 2010 113700 0
1679 527451020 Ex 2010 106000 23556
1680 527451170 Ex 2010 122500 23556
1681 527452100 Ex 2010 128000 23556
1682 527453010 Ex 2010 155000 23556
1683 527455030 Ex 2010 142500 23556
1684 527455250 Ex 2010 129250 23556
1685 528102050 Ex 2010 356000 0
1686 528102090 Ex 2010 314813 23556
1687 528102100 Ex 2010 318000 23556
1688 528102120 Ex 2010 322400 23556
1689 528102130 Ex 2010 318000 0
1690 528104010 Ex 2010 345474 23556
1691 528106040 Ex 2010 415298 0
1692 528106050 Ex 2010 492000 0
1693 528106060 Ex 2010 338931 0
1694 528106110 Ex 2010 450000 0
1695 528108160 Ex 2010 280000 23556
1696 528110040 Ex 2010 479069 0
1697 528110070 Ex 2010 395000 23556
1698 528110100 Ex 2010 380000 0
1699 528112150 Ex 2010 250000 23556
1700 528114050 Ex 2010 440000 23556
1701 528118040 Ex 2010 418000 0
1702 528118050 Ex 2010 500067 0
1703 528120010 Ex 2010 260116 23556
1704 528120150 Ex 2010 317000 23556
1705 528142050 Ex 2010 319500 0
1706 528144050 Ex 2010 325624 0
1707 528150040 Ex 2010 372000 0
1708 528150110 Ex 2010 342000 0
1709 528150120 Ex 2010 354000 23556
1710 528166150 Ex 2010 350000 23556
1711 528168040 Ex 2010 285000 0
1712 528172030 Ex 2010 281500 0
1713 528172050 Ex 2010 245700 23556
1714 528172070 Ex 2010 232698 23556
1715 528172075 Ex 2010 250000 23556
1716 528174010 Ex 2010 194700 23556
1717 528174020 Ex 2010 204000 23556
1718 528174030 Ex 2010 200000 23556
1719 528174040 Ex 2010 207000 23556
1720 528181060 Ex 2010 209500 23556
1721 528181070 Ex 2010 209500 23556
1722 528181080 Ex 2010 202500 23556
1723 528186050 Ex 2010 280000 0
1724 528186090 Ex 2010 277500 0
1725 528186120 Ex 2010 318061 0
1726 528186190 Ex 2010 221370 23556
1727 528188160 Ex 2010 200000 23556
1728 528218010 Ex 2010 181755 23556
1729 528218020 Ex 2010 176000 23556
1730 528218050 Ex 2010 178900 23556
1731 528218100 Ex 2010 168165 23556
1732 528221030 Ex 2010 171925 23556
1733 528221040 Ex 2010 198444 23556
1734 528221050 Ex 2010 203000 23556
1735 528221090 Ex 2010 179540 23556
1736 528222030 Ex 2010 176485 23556
1737 528222040 Ex 2010 181134 23556
1738 528222050 Ex 2010 156932 23556
1739 528222060 Ex 2010 166000 23556
1740 528222080 Ex 2010 177594 23556
1741 528222090 Ex 2010 173500 23556
1742 528228270 Ex 2010 172500 23556
1743 528228275 Ex 2010 194201 23556
1744 528228375 Ex 2010 226500 23556
1745 528228555 Ex 2010 185485 23556
1746 528231010 Ex 2010 259000 23556
1747 528231030 Ex 2010 188500 23556
1748 528235000 Ex 2010 175000 23556
1749 528235160 Ex 2010 215000 23556
1750 528235170 Ex 2010 206580 23556
1751 528240020 Ex 2010 183500 23556
1752 528250010 Ex 2010 165500 23556
1753 528250070 Ex 2010 211000 23556
1754 528275035 Ex 2010 181000 23556
1755 528275110 Ex 2010 219500 23556
1756 528280110 Ex 2010 175000 23556
1757 528280150 Ex 2010 170000 23556
1758 528290060 Ex 2010 162000 23556
1759 528290170 Ex 2010 187000 23556
1760 528294010 Ex 2010 185000 23556
1761 528320050 Ex 2010 745000 0
1762 528322020 Ex 2010 384500 23556
1763 528326060 Ex 2010 248000 23556
1764 528327060 Ex 2010 466500 0
1765 528340030 Ex 2010 410000 23556
1766 528344020 Ex 2010 322500 23556
1767 528348030 Ex 2010 252000 23556
1768 528351010 Ex 2010 755000 0
1769 528354060 Ex 2010 269790 23556
1770 528354110 Ex 2010 315750 23556
1771 528358040 Ex 2010 290000 23556
1772 528364110 Ex 2010 290000 23556
1773 528366050 Ex 2010 430000 23556
1774 528366070 Ex 2010 263000 23556
1775 528376010 Ex 2010 330000 23556
1776 528427040 Ex 2010 213133 23556
1777 528427100 Ex 2010 260261 23556
1778 528429090 Ex 2010 320000 0
1779 528429110 Ex 2010 282922 23556
1780 528431030 Ex 2010 215000 23556
1781 528431040 Ex 2010 419005 0
1782 528431050 Ex 2010 255000 23556
1783 528431110 Ex 2010 147000 23556
1784 528435010 Ex 2010 235876 23556
1785 528435040 Ex 2010 311872 0
1786 528435060 Ex 2010 248328 23556
1787 528435070 Ex 2010 227000 23556
1788 528439040 Ex 2010 260000 23556
1789 528439050 Ex 2010 225000 23556
1790 528439080 Ex 2010 249000 23556
1791 528441080 Ex 2010 307000 23556
1792 528445020 Ex 2010 250000 23556
1793 528445070 Ex 2010 221300 23556
1794 528456190 Ex 2010 208900 23556
1795 528456230 Ex 2010 210400 23556
1796 528458080 Ex 2010 255000 23556
1797 528458090 Ex 2010 212109 23556
1798 528458120 Ex 2010 270000 23556
1799 528458130 Ex 2010 303477 0
1800 528458150 Ex 2010 310013 0
1801 528477020 Ex 2010 249700 23556
1802 528480020 Ex 2010 227875 23556
1803 528480180 Ex 2010 261329 0
1804 528482010 Ex 2010 253000 23556
1805 528482030 Ex 2010 265000 23556
1806 528482090 Ex 2010 340000 23556
1807 531363020 Ex 2010 146000 23556
1808 531363040 Ex 2010 147000 23556
1809 531375140 Ex 2010 149000 23556
1810 531376060 Ex 2010 181000 23556
1811 531380110 Ex 2010 201000 23556
1812 531384070 Ex 2010 191750 23556
1813 531385070 Ex 2010 179000 23556
1814 531385130 Ex 2010 215000 23556
1815 531451030 Ex 2010 179200 23556
1816 531451150 Ex 2010 128000 23556
1817 531453140 Ex 2010 144000 23556
1818 531477040 Ex 2010 144000 23556
1819 532353120 Ex 2010 120750 23556
1820 532354010 Ex 2010 132500 23556
1821 532354060 Ex 2010 132000 23556
1822 532354070 Ex 2010 132500 23556
1823 532376040 Gd 2010 129000 23556
1824 532376090 Ex 2010 143900 23556
1825 532377050 Ex 2010 145000 23556
1826 532377140 Ex 2010 128500 23556
1827 532378240 Ex 2010 125500 23556
1828 532476080 Ex 2010 300000 23556
1829 532477040 Ex 2010 294000 23556
1830 532479050 Ex 2010 129000 23556
1831 532479120 Ex 2010 171000 23556
1832 532479140 Ex 2010 147000 23556
1833 533120030 Ex 2010 302000 23556
1834 533130170 Ex 2010 285000 23556
1835 533205110 Ex 2010 214000 23556
1836 533206060 Ex 2010 166000 23556
1837 533206070 Ex 2010 193800 23556
1838 533208010 Ex 2010 208900 23556
1839 533208020 Ex 2010 194000 23556
1840 533208030 Ex 2010 207500 23556
1841 533208040 Ex 2010 199900 23556
1842 533208070 Ex 2010 164700 23556
1843 533213130 Ex 2010 176500 23556
1844 533213140 Ex 2010 176000 23556
1845 533221030 Ex 2010 168500 23556
1846 533221060 Ex 2010 177000 23556
1847 533221100 Ex 2010 177000 23556
1848 533223050 Ex 2010 148800 23556
1849 533236040 Ex 2010 174000 23556
1850 533241030 Ex 2010 239000 23556
1851 533242080 Ex 2010 204000 23556
1852 533242090 Ex 2010 301000 23556
1853 533244040 Ex 2010 312500 23556
1854 533250190 Ex 2010 279700 23556
1855 533251110 Ex 2010 255000 23556
1856 533251130 Ex 2010 194000 23556
1857 533252130 Ex 2010 218000 23556
1858 533253180 Ex 2010 213750 23556
1859 533254100 Ex 2010 187000 23556
1860 533254130 Ex 2010 181500 23556
1861 533350020 Ex 2010 373000 23556
1862 533352075 Ex 2010 190000 23556
1863 534104090 Ex 2010 226000 23556
1864 534125120 Ex 2010 143450 23556
1865 534127080 Ex 2010 240050 23556
1866 534127140 Ex 2010 162500 23556
1867 534127260 Ex 2010 164000 23556
1868 534128090 Ex 2010 185000 23556
1869 534151090 Ex 2010 188500 23556
1870 534151180 Ex 2010 255000 23556
1871 534175010 Ex 2010 136905 23556
1872 534176140 Ex 2010 158500 23556
1873 534177210 Ex 2010 175500 23556
1874 534178010 Ex 2010 127000 23556
1875 534201040 Ex 2010 127000 23556
1876 534202030 Ex 2010 143000 23556
1877 534204120 Ex 2010 156000 23556
1878 534252040 Ex 2010 144000 23556
1879 534252060 Ex 2010 119000 23556
1880 534252070 Ex 2010 103000 23556
1881 534252110 Ex 2010 139900 23556
1882 534275170 Ex 2010 151500 23556
1883 534275220 Ex 2010 126500 23556
1884 534276070 Ex 2010 145000 23556
1885 534276160 Ex 2010 120000 23556
1886 534276180 Ex 2010 124000 23556
1887 534276290 Ex 2010 106500 23556
1888 534278150 Ex 2010 140500 23556
1889 534278170 Ex 2010 137500 23556
1890 534278190 Ex 2010 117600 23556
1891 534401120 Ex 2010 163500 23556
1892 534401200 Ex 2010 161000 23556
1893 534403040 Ex 2010 158000 23556
1894 534403290 Ex 2010 224500 23556
1895 534403420 Ex 2010 147000 23556
1896 534425015 Ex 2010 200000 23556
1897 534425080 Ex 2010 181900 23556
1898 534427140 Ex 2010 150750 23556
1899 534429030 Ex 2010 101800 23556
1900 534430090 Ex 2010 124000 23556
1901 534431020 Ex 2010 138500 23556
1902 534450090 Gd 2010 39300 23556
1903 534450110 Ex 2010 64500 23556
1904 534451020 Gd 2010 64000 23556
1905 534453080 Ex 2010 112000 23556
1906 534475170 Ex 2010 165000 23556
1907 534476080 Ex 2010 144000 23556
1908 534478140 Ex 2010 137000 23556
1909 534479120 Ex 2010 105000 23556
1910 534479140 Ex 2010 146500 23556
1911 535101150 Ex 2010 126000 23556
1912 535102010 Ex 2010 175000 23556
1913 535105110 Ex 2010 158500 23556
1914 535106140 Ex 2010 114500 23556
1915 535106180 Ex 2010 144000 23556
1916 535126180 Ex 2010 129000 23556
1917 535151020 Ex 2010 141000 23556
1918 535151100 Gd 2010 131000 23556
1919 535151110 Ex 2010 142100 23556
1920 535152060 Ex 2010 139000 23556
1921 535154080 Ex 2010 157900 23556
1922 535155110 Ex 2010 139400 23556
1923 535176070 Ex 2010 150000 23556
1924 535177020 Ex 2010 120000 23556
1925 535177110 Ex 2010 174850 23556
1926 535179120 Ex 2010 116000 23556
1927 535180030 Ex 2010 135000 23556
1928 535181030 Ex 2010 163500 23556
1929 535181140 Ex 2010 130000 23556
1930 535300040 Ex 2010 129500 23556
1931 535301060 Ex 2010 142000 0
1932 535301160 Ex 2010 128600 23556
1933 535302070 Ex 2010 125000 23556
1934 535304170 Ex 2010 136000 23556
1935 535305180 Ex 2010 134500 23556
1936 535325090 Ex 2010 127000 23556
1937 535325280 Ex 2010 130000 23556
1938 535325320 Gd 2010 115000 23556
1939 535327160 Ex 2010 116900 23556
1940 535327200 Ex 2010 132000 23556
1941 535353050 Ex 2010 153000 23556
1942 535353130 Ex 2010 112500 23556
1943 535353160 Ex 2010 138000 23556
1944 535354050 Ex 2010 135000 23556
1945 535354260 Ex 2010 156000 23556
1946 535355020 Ex 2010 301600 23556
1947 535375130 Ex 2010 109000 23556
1948 535376010 Ex 2010 103200 23556
1949 535378080 Ex 2010 128500 23556
1950 535379060 Ex 2010 64500 23556
1951 535379110 Ex 2010 148000 23556
1952 535382150 Ex 2010 86000 0
1953 535402140 Ex 2010 172000 23556
1954 535402180 Ex 2010 120000 23556
1955 535403030 Ex 2010 128500 23556
1956 535426130 Gd 2010 135000 23556
1957 535450190 Ex 2010 122900 23556
1958 535450220 Ex 2010 119200 23556
1959 535450310 Ex 2010 143000 23556
1960 535451040 Ex 2010 119000 23556
1961 535451100 Ex 2010 102000 23556
1962 535451110 Ex 2010 129000 23556
1963 535452060 Ex 2010 135000 23556
1964 535453080 Ex 2010 152000 23556
1965 535453150 Ex 2010 140000 23556
1966 535453180 Ex 2010 152000 23556
1967 535457020 Ex 2010 156500 23556
1968 535457040 Ex 2010 141000 23556
1969 535457050 Ex 2010 99000 23556
1970 535476360 Ex 2010 187000 23556
1971 535477130 Ex 2010 169500 23556
1972 535477180 Ex 2010 125500 23556
1973 535478040 Ex 2010 130000 23556
1974 902100010 Ex 2010 103000 23556
1975 902105110 Ex 2010 132000 23556
1976 902106070 Ex 2010 127500 23556
1977 902106120 Gd 2010 89500 23556
1978 902107050 Ex 2010 140000 23556
1979 902110010 Ex 2010 99900 23556
1980 902125120 Ex 2010 100000 23556
1981 902128160 Ex 2010 130000 23556
1982 902201090 Ex 2010 135000 23556
1983 902201130 Ex 2010 120000 23556
1984 902202070 Ex 2010 89471 23556
1985 902205020 Ex 2010 85000 23556
1986 902205130 Gd 2010 108500 23556
1987 902206270 Ex 2010 137000 23556
1988 902207010 Ex 2010 110500 23556
1989 902207150 Ex 2010 100000 23556
1990 902300020 Ex 2010 184900 23556
1991 902300040 Ex 2010 145000 23556
1992 902301030 Ex 2010 125000 23556
1993 902301130 Ex 2010 114000 23556
1994 902302150 Ex 2010 90000 23556
1995 902303100 Ex 2010 144100 23556
1996 902304040 Gd 2010 117500 23556
1997 902305010 Ex 2010 124500 23556
1998 902330090 Ex 2010 185000 23556
1999 902332030 Ex 2010 133900 23556
2000 902401030 Ex 2010 152000 23556
2001 902404010 Ex 2010 153500 23556
2002 902408080 Ex 2010 159500 23556
2003 902427040 Ex 2010 87000 23556
2004 902427140 Ex 2010 104500 23556
2005 902427180 Ex 2010 110000 23556
2006 903201090 Ex 2010 136500 23556
2007 903204030 Ex 2010 128250 23556
2008 903205085 Ex 2010 144000 23556
2009 903206170 Ex 2010 210000 23556
2010 903225040 Ex 2010 135000 23556
2011 903227140 Ex 2010 128000 23556
2012 903228080 Ex 2010 131000 23556
2013 903231050 Ex 2010 113000 23556
2014 903231090 Ex 2010 126000 23556
2015 903231180 Ex 2010 132000 23556
2016 903232100 Ex 2010 131750 23556
2017 903233030 Ex 2010 132500 23556
2018 903233050 Ex 2010 137500 23556
2019 903233140 Ex 2010 132000 23556
2020 903233180 Ex 2010 127500 23556
2021 903234160 Ex 2010 102000 23556
2022 903236130 Ex 2010 200000 23556
2023 903400040 Ex 2010 180500 23556
2024 903401070 Ex 2010 165000 23556
2025 903425270 Ex 2010 90000 23556
2026 903425280 Ex 2010 153575 23556
2027 903426010 Ex 2010 140000 23556
2028 903427040 Ex 2010 136000 23556
2029 903430040 Ex 2010 113000 23556
2030 903430050 Ex 2010 117000 23556
2031 903450060 Ex 2010 169500 23556
2032 903451110 Ex 2010 139400 23556
2033 903453080 Ex 2010 202500 23556
2034 903454010 Ex 2010 127000 23556
2035 903454090 Ex 2010 141000 23556
2036 903456110 Ex 2010 212300 23556
2037 903457040 Ex 2010 161000 23556
2038 903457130 Ex 2010 99500 23556
2039 903458020 Gd 2010 101000 23556
2040 903458060 Ex 2010 109900 23556
2041 903475040 Ex 2010 128500 23556
2042 903475060 Ex 2010 122000 23556
2043 903476100 Ex 2010 87000 23556
2044 903484080 Ex 2010 50000 23556
2045 904100100 Ex 2010 219000 23556
2046 904101070 Ex 2010 200500 0
2047 904301110 Ex 2010 126000 23556
2048 904302010 Ex 2010 108500 23556
2049 905100060 Ex 2010 130000 23556
2050 905100080 Ex 2010 158450 23556
2051 905101070 Ex 2010 115400 23556
2052 905101200 Ex 2010 118500 23556
2053 905102010 Ex 2010 165000 23556
2054 905103110 Ex 2010 123000 23556
2055 905104030 Ex 2010 129000 23556
2056 905104090 Ex 2010 125000 23556
2057 905104170 Ex 2010 108000 23556
2058 905104240 Ex 2010 119900 23556
2059 905105040 Ex 2010 115000 23556
2060 905105170 Ex 2010 134500 23556
2061 905105260 Ex 2010 127000 23556
2062 905106150 Ex 2010 129000 23556
2063 905107140 Ex 2010 143500 23556
2064 905200010 Ex 2010 129000 23556
2065 905201080 Ex 2010 187000 23556
2066 905225020 Ex 2010 158000 23556
2067 905226050 Ex 2010 112000 23556
2068 905226080 Ex 2010 165250 23556
2069 905226130 Ex 2010 150000 23556
2070 905226170 Ex 2010 137000 23556
2071 905228020 Ex 2010 89500 23556
2072 905301050 Ex 2010 302000 23556
2073 905352010 Ex 2010 182000 23556
2074 905352180 Ex 2010 211000 23556
2075 905376090 Ex 2010 216000 23556
2076 905377020 Ex 2010 130000 23556
2077 905377050 Ex 2010 109900 23556
2078 905401020 Ex 2010 255000 23556
2079 905426010 Ex 2010 243000 23556
2080 905451390 Ex 2010 154000 23556
2081 905475270 Ex 2010 118000 23556
2082 905475520 Ex 2010 80000 23556
2083 905476160 Ex 2010 150000 23556
2084 905476170 Ex 2010 86000 23556
2085 905476225 Ex 2010 130000 23556
2086 905478140 Ex 2010 125000 23556
2087 905478220 Ex 2010 136500 23556
2088 905480090 Ex 2010 96000 23556
2089 905480180 Ex 2010 120000 23556
2090 906200230 Ex 2010 228500 23556
2091 906201022 Ex 2010 179900 23556
2092 906201023 Ex 2010 225000 23556
2093 906201200 Ex 2010 301000 23556
2094 906203140 Ex 2010 238000 23556
2095 906204140 Ex 2010 228500 23556
2096 906223040 Ex 2010 220000 23556
2097 906340080 Ex 2010 383970 0
2098 906340090 Ex 2010 424870 23556
2099 906378120 Ex 2010 250000 23556
2100 906378150 Ex 2010 360000 23556
2101 906378170 Ex 2010 279500 23556
2102 906380010 Ex 2010 200141 23556
2103 906380040 Ex 2010 246500 23556
2104 906380070 Ex 2010 276000 0
2105 906380120 Ex 2010 203000 23556
2106 906380140 Ex 2010 155835 23556
2107 906380160 Ex 2010 194000 23556
2108 906380200 Ex 2010 195400 23556
2109 906382020 Ex 2010 217000 23556
2110 906382060 Ex 2010 212999 23556
2111 906392080 Ex 2010 175900 23556
2112 906394020 Ex 2010 191000 23556
2113 906394050 Ex 2010 176432 23556
2114 906402070 Ex 2010 277000 23556
2115 906403060 Ex 2010 207000 23556
2116 906426060 Ex 2010 277000 23556
2117 906426195 Ex 2010 240000 23556
2118 906475110 Ex 2010 187500 23556
2119 906475170 Ex 2010 279000 23556
2120 907125040 Ex 2010 139500 23556
2121 907125120 Ex 2010 126000 23556
2122 907130060 Ex 2010 177500 23556
2123 907131060 Ex 2010 175000 23556
2124 907131120 Ex 2010 211000 23556
2125 907135050 Ex 2010 146000 23556
2126 907135080 Ex 2010 147900 23556
2127 907135180 Ex 2010 123600 23556
2128 907180040 Ex 2010 204750 23556
2129 907187040 Ex 2010 235500 23556
2130 907187060 Ex 2010 217000 23556
2131 907192020 Ex 2010 190550 23556
2132 907192040 Ex 2010 217500 23556
2133 907192120 Ex 2010 226000 23556
2134 907192150 Ex 2010 180000 23556
2135 907200130 Ex 2010 131000 23556
2136 907200190 Ex 2010 153500 23556
2137 907200250 Ex 2010 160000 23556
2138 907200270 Ex 2010 134900 23556
2139 907202100 Ex 2010 130000 23556
2140 907202220 Ex 2010 120000 23556
2141 907203060 Ex 2010 112500 23556
2142 907203110 Ex 2010 122000 23556
2143 907227060 Ex 2010 127000 0
2144 907227100 Ex 2010 117000 23556
2145 907250050 Ex 2010 305900 23556
2146 907252020 Ex 2010 228500 23556
2147 907252190 Ex 2010 270000 23556
2148 907260040 Ex 2010 192000 23556
2149 907260050 Ex 2010 213000 23556
2150 907262020 Ex 2010 200000 23556
2151 907270040 Ex 2010 267000 23556
2152 907275080 Ex 2010 228000 23556
2153 907275150 Ex 2010 275000 23556
2154 907280090 Ex 2010 211000 23556
2155 907280100 Ex 2010 285000 23556
2156 907285040 Ex 2010 240000 23556
2157 907290140 Ex 2010 131500 23556
2158 907295040 Ex 2010 246900 23556
2159 907401060 Ex 2010 219500 23556
2160 907405130 Ex 2010 185000 23556
2161 907410020 Ex 2010 179400 23556
2162 907410050 Ex 2010 213500 23556
2163 907414060 Ex 2010 179600 23556
2164 907414070 Ex 2010 173500 23556
2165 907420050 Ex 2010 167840 23556
2166 907420060 Ex 2010 168675 23556
2167 907420110 Ex 2010 167000 23556
2168 908102100 Ex 2010 140000 23556
2169 908102160 Ex 2010 118500 23556
2170 908103090 Ex 2010 110000 23556
2171 908127040 Ex 2010 94750 23556
2172 908127060 Ex 2010 122000 23556
2173 908127070 Ex 2010 110000 23556
2174 908127100 Ex 2010 118500 23556
2175 908152060 Ex 2010 133500 23556
2176 908152070 Ex 2010 148000 23556
2177 908152180 Ex 2010 141000 23556
2178 908152260 Ex 2010 155000 23556
2179 908152280 Ex 2010 157000 23556
2180 908152290 Ex 2010 171500 23556
2181 908154195 Ex 2010 183850 0
2182 908154205 Ex 2010 184750 0
2183 908186050 Ex 2010 140000 23556
2184 908204090 Gd 2010 131750 23556
2185 908204180 Gd 2010 61500 23556
2186 908225240 Ex 2010 111000 23556
2187 908225310 Ex 2010 98500 23556
2188 908226180 Ex 2010 79000 23556
2189 908228010 Ex 2010 108500 23556
2190 908250100 Ex 2010 110000 23556
2191 908275090 Ex 2010 112000 23556
2192 908275200 Ex 2010 125000 23556
2193 908275240 Ex 2010 79275 23556
2194 908276230 Ex 2010 119000 23556
2195 909176080 Gd 2010 200000 23556
2196 909176170 Ex 2010 150000 23556
2197 909250150 Ex 2010 165000 23556
2198 909250160 Ex 2010 96500 23556
2199 909251030 Ex 2010 136500 23556
2200 909251040 Ex 2010 146500 23556
2201 909252010 Ex 2010 175000 23556
2202 909252150 Ex 2010 148500 23556
2203 909252170 Ex 2010 141500 23556
2204 909254090 Ex 2010 189950 23556
2205 909254100 Ex 2010 135000 23556
2206 909254130 Ex 2010 164000 23556
2207 909254140 Ex 2010 90350 23556
2208 909254150 Ex 2010 139000 23556
2209 909256120 Gd 2010 119750 23556
2210 909275020 Ex 2010 145000 23556
2211 909275030 Ex 2010 145000 23556
2212 909275110 Ex 2010 238000 23556
2213 909275160 Ex 2010 153500 23556
2214 909275310 Ex 2010 239000 23556
2215 909276160 Ex 2010 359100 23556
2216 909276210 Ex 2010 188000 23556
2217 909279080 Ex 2010 220000 23556
2218 909281020 Ex 2010 140000 23556
2219 909281130 Ex 2010 315000 23556
2220 909282020 Ex 2010 259500 23556
2221 909425140 Ex 2010 257500 23556
2222 909425270 Ex 2010 219500 23556
2223 909428120 Ex 2010 217000 23556
2224 909428180 Ex 2010 201000 23556
2225 909428340 Ex 2010 215000 23556
2226 909451130 Ex 2010 123900 23556
2227 909452102 Ex 2010 170000 23556
2228 909455060 Ex 2010 200000 23556
2229 909475050 Ex 2010 198000 23556
2230 909475070 Ex 2010 200624 23556
2231 909475230 Ex 2010 315000 23556
2232 910200040 Gd 2010 115000 23556
2233 910200110 Ex 2010 141000 23556
2234 910201020 Ex 2010 87000 23556
2235 910201050 Ex 2010 129850 23556
2236 910201110 Ex 2010 100000 23556
2237 910201180 Ex 2010 150909 23556
2238 910202030 Ex 2010 75200 23556
2239 910203290 Ex 2010 118400 23556
2240 910204090 Ex 2010 67000 23556
2241 910205130 Ex 2010 152000 23556
2242 910206010 Ex 2010 68104 23556
2243 911103060 Ex 2010 119600 23556
2244 911128010 Ex 2010 140000 23556
2245 911128020 Ex 2010 124900 23556
2246 911370450 Ex 2010 375000 23556
2247 911370460 Ex 2010 235000 23556
2248 914452090 Ex 2010 183500 23556
2249 914452120 Ex 2010 156000 23556
2250 914452190 Ex 2010 134000 23556
2251 914460020 Ex 2010 215000 23556
2252 914460110 Ex 2010 245000 23556
2253 914476330 Ex 2010 210000 23556
2254 914478020 Ex 2010 148000 23556
2255 914478100 Ex 2010 143000 23556
2256 916226090 Ex 2010 244000 23556
2257 916253320 Ex 2010 330000 23556
2258 916326040 Ex 2010 170000 23556
2259 916326090 Ex 2010 257000 23556
2260 916384050 Ex 2010 231713 23556
2261 916384070 Ex 2010 267300 0
2262 916384080 Ex 2010 265900 0
2263 916384150 Ex 2010 239000 23556
2264 916386170 Ex 2010 248900 23556
2265 916403040 Ex 2010 174000 23556
2266 916403290 Ex 2010 187500 23556
2267 916455010 Ex 2010 204000 23556
2268 916455050 Ex 2010 180500 23556
2269 916455110 Ex 2010 187500 23556
2270 916455150 Ex 2010 282000 23556
2271 916460020 Ex 2010 178000 23556
2272 916475020 Ex 2010 270000 23556
2273 916477060 Ex 2010 279900 23556
2274 917425190 Ex 2010 186700 23556
2275 921126010 Ex 2010 283463 23556
2276 921128030 Ex 2010 392000 0
2277 921205070 Ex 2010 281213 23556
2278 923202134 Ex 2010 147000 23556
2279 923202220 Ex 2010 130000 23556
2280 923203010 Ex 2010 140000 23556
2281 923204050 Ex 2010 132250 23556
2282 923204140 Ex 2010 143000 23556
2283 923205025 Ex 2010 168000 23556
2284 923225040 Ex 2010 129900 23556
2285 923225050 Ex 2010 134000 23556
2286 923226300 Ex 2010 85500 23556
2287 923228200 Ex 2010 106500 23556
2288 923228220 Ex 2010 93900 23556
2289 923228250 Ex 2010 75000 23556
2290 923228290 Ex 2010 84500 23556
2291 923228390 Ex 2010 75190 23556
2292 923229010 Ex 2010 146800 23556
2293 923229040 Ex 2010 153500 23556
2294 923229100 Ex 2010 188000 23556
2295 923229140 Ex 2010 196000 23556
2296 923230010 Ex 2010 157000 23556
2297 923230120 Ex 2010 138000 23556
2298 923230180 Ex 2010 129500 23556
2299 923251160 Ex 2010 80000 23556
2300 923252080 Ex 2010 129500 23556
2301 923275010 Ex 2010 135000 23556
2302 923275200 Ex 2010 124500 23556
2303 923276180 Ex 2010 139000 23556
2304 923400150 Ex 2010 93500 23556
2305 923425030 Ex 2010 124500 23556
2306 526302030 Ex 2010 149900 23556
2307 526302040 Ex 2010 157500 23556
2308 526302120 Ex 2010 169000 23556
2309 526303060 Ex 2010 252000 0
2310 526354020 Ex 2010 192100 23556
2311 527105060 Ex 2010 183500 23556
2312 527106010 Ex 2010 222000 23556
2313 527107020 Ex 2010 170000 23556
2314 527107030 Ex 2010 187500 23556
2315 527107120 Ex 2010 202000 23556
2316 527107240 Ex 2010 185000 23556
2317 527108010 Ex 2010 320000 23556
2318 527108020 Ex 2010 240000 23556
2319 527108030 Ex 2010 250000 23556
2320 527108040 Ex 2010 239900 23556
2321 527108060 Ex 2010 309000 23556
2322 527108090 Ex 2010 274725 23556
2323 527146135 Ex 2010 270000 23556
2324 527158020 Ex 2010 183500 23556
2325 527163020 Ex 2010 165600 23556
2326 527166030 Ex 2010 176500 23556
2327 527182020 Ex 2010 130000 23556
2328 527190050 Ex 2010 239000 23556
2329 527190220 Ex 2010 275000 23556
2330 527210030 Ex 2010 457347 0
2331 527210040 Ex 2010 545224 0
2332 527210050 Ex 2010 356383 23556
2333 527212030 Ex 2010 556581 0
2334 527212040 Ex 2010 361919 0
2335 527214060 Ex 2010 535000 0
2336 527216010 Ex 2010 401179 0
2337 527216050 Ex 2010 438780 23556
2338 527226010 Ex 2010 169000 23556
2339 527250040 Ex 2010 145000 23556
2340 527252090 Ex 2010 318000 23556
2341 527254070 Ex 2010 319000 23556
2342 527256120 Ex 2010 470000 0
2343 527301010 Ex 2010 202500 23556
2344 527302080 Ex 2010 229000 23556
2345 527325160 Ex 2010 235000 23556
2346 527327080 Ex 2010 190000 23556
2347 527328010 Ex 2010 169000 23556
2348 527354040 Ex 2010 241500 23556
2349 527355060 Ex 2010 188900 23556
2350 527355280 Ex 2010 207500 23556
2351 527356020 Ex 2010 250000 23556
2352 527356060 Ex 2010 179900 23556
2353 527358090 Ex 2010 172000 23556
2354 527365010 Ex 2010 294323 23556
2355 527375160 Ex 2010 184500 23556
2356 527376090 Ex 2010 153500 23556
2357 527376110 Ex 2010 162900 23556
2358 527377030 Ex 2010 181000 23556
2359 527378010 Ex 2010 155000 23556
2360 527402210 Ex 2010 138800 23556
2361 527402380 Ex 2010 116050 23556
2362 527403120 Ex 2010 88000 23556
2363 527404180 Ex 2010 97500 23556
2364 527427210 Ex 2010 190000 23556
2365 527450010 Ex 2010 105500 23556
2366 527450080 Ex 2010 125500 23556
2367 527450210 Ex 2010 83000 23556
2368 527450460 Ex 2010 116000 23556
2369 527451200 Ex 2010 91500 23556
2370 527451380 Ex 2010 118000 23556
2371 527451450 Ex 2010 89000 23556
2372 527451460 Ex 2010 108000 23556
2373 527451520 Ex 2010 94500 23556
2374 527452070 Ex 2010 146300 23556
2375 527452290 Ex 2010 145000 23556
2376 527452310 Ex 2010 123000 23556
2377 527453070 Ex 2010 137500 23556
2378 527455100 Ex 2010 144000 23556
2379 528102010 Ex 2010 315000 0
2380 528102080 Ex 2010 412083 0
2381 528106010 Ex 2010 342643 23556
2382 528106120 Ex 2010 252000 23556
2383 528110050 Ex 2010 465000 0
2384 528112010 Ex 2010 293000 23556
2385 528114010 Ex 2010 415000 0
2386 528116030 Ex 2010 326000 23556
2387 528118010 Ex 2010 325300 23556
2388 528118020 Ex 2010 309000 23556
2389 528118110 Ex 2010 300000 0
2390 528120110 Ex 2010 275500 0
2391 528120140 Ex 2010 338500 0
2392 528138030 Ex 2010 345000 0
2393 528142010 Ex 2010 344133 0
2394 528142060 Ex 2010 298236 23556
2395 528142070 Ex 2010 329900 0
2396 528142110 Ex 2010 360000 0
2397 528144030 Ex 2010 281000 0
2398 528150080 Ex 2010 372397 23556
2399 528150090 Ex 2010 378000 0
2400 528164040 Ex 2010 374000 0
2401 528170040 Ex 2010 437154 0
2402 528172020 Ex 2010 275000 0
2403 528172150 Ex 2010 279000 23556
2404 528174080 Ex 2010 185850 23556
2405 528180080 Ex 2010 282500 0
2406 528181030 Ex 2010 202500 23556
2407 528181040 Ex 2010 202665 23556
2408 528186100 Ex 2010 332200 0
2409 528186110 Ex 2010 310090 23556
2410 528188040 Ex 2010 171750 23556
2411 528218030 Ex 2010 169990 23556
2412 528218060 Ex 2010 170440 23556
2413 528218080 Ex 2010 169985 23556
2414 528218130 Ex 2010 179665 23556
2415 528218140 Ex 2010 219210 23556
2416 528221010 Ex 2010 174190 23556
2417 528221100 Ex 2010 172785 23556
2418 528222010 Ex 2010 258000 23556
2419 528222020 Ex 2010 185101 23556
2420 528228280 Ex 2010 210250 23556
2421 528228325 Ex 2010 234000 23556
2422 528228340 Ex 2010 215000 23556
2423 528228360 Ex 2010 246990 23556
2424 528228415 Ex 2010 178740 23556
2425 528228430 Ex 2010 225000 23556
2426 528228545 Ex 2010 167240 23556
2427 528228550 Ex 2010 156820 23556
2428 528228565 Ex 2010 213490 23556
2429 528228575 Ex 2010 264561 0
2430 528228580 Ex 2010 246578 23556
2431 528231050 Ex 2010 192140 23556
2432 528235050 Ex 2010 183200 23556
2433 528235130 Ex 2010 178000 23556
2434 528235190 Ex 2010 201490 23556
2435 528240080 Ex 2010 230500 23556
2436 528250060 Ex 2010 180000 23556
2437 528275060 Ex 2010 172400 23556
2438 528275080 Ex 2010 215000 23556
2439 528280100 Ex 2010 199900 23556
2440 528290140 Ex 2010 173000 23556
2441 528292080 Ex 2010 287602 23556
2442 528294070 Ex 2010 230000 23556
2443 528315030 Ex 2010 348000 23556
2444 528315070 Ex 2010 286000 23556
2445 528315080 Ex 2010 300000 23556
2446 528320060 Ex 2010 625000 23556
2447 528327010 Ex 2010 405000 0
2448 528344060 Ex 2010 280000 23556
2449 528348010 Ex 2010 258000 23556
2450 528358030 Ex 2010 350000 23556
2451 528360050 Ex 2010 584500 0
2452 528363070 Ex 2010 321000 23556
2453 528365090 Ex 2010 290000 23556
2454 528366040 Ex 2010 315000 23556
2455 528429060 Ex 2010 252000 23556
2456 528429100 Ex 2010 336820 23556
2457 528429120 Ex 2010 423000 0
2458 528429130 Ex 2010 290000 23556
2459 528439030 Ex 2010 232000 23556
2460 528445010 Ex 2010 199000 23556
2461 528456200 Ex 2010 198600 23556
2462 528477010 Ex 2010 405749 0
2463 528477030 Ex 2010 232600 23556
2464 528480070 Ex 2010 266000 23556
2465 528480100 Ex 2010 186500 23556
2466 528480110 Ex 2010 200825 23556
2467 528480150 Ex 2010 197000 23556
2468 528488110 Ex 2010 185000 23556
2469 528488120 Ex 2010 176000 23556
2470 528488130 Ex 2010 187750 23556
2471 531363080 Ex 2010 139500 23556
2472 531367010 Ex 2010 186800 23556
2473 531375060 Ex 2010 132000 23556
2474 531375070 Ex 2010 142500 23556
2475 531375100 Ex 2010 158000 23556
2476 531376030 Ex 2010 184000 23556
2477 531376050 Ex 2010 184900 23556
2478 531379030 Ex 2010 187000 23556
2479 531450040 Ex 2010 175900 23556
2480 531451290 Ex 2010 248500 23556
2481 531452080 Ex 2010 172000 23556
2482 531452100 Ex 2010 151000 23556
2483 531452210 Ex 2010 150000 23556
2484 531478010 Ex 2010 107000 23556
2485 531479030 Ex 2010 119900 23556
2486 532351060 Ex 2010 129500 23556
2487 532351090 Ex 2010 125000 23556
2488 532351150 Ex 2010 119500 23556
2489 532353030 Ex 2010 144000 23556
2490 532353180 Ex 2010 151000 23556
2491 532376080 Ex 2010 126000 23556
2492 532376180 Ex 2010 116000 23556
2493 532376250 Ex 2010 133500 23556
2494 532378050 Ex 2010 120875 23556
2495 532378070 Ex 2010 137000 23556
2496 532378130 Ex 2010 124000 23556
2497 532378160 Ex 2010 135000 23556
2498 532378220 Ex 2010 129200 23556
2499 532476050 Ex 2010 260000 23556
2500 533110130 Ex 2010 260000 23556
2501 533125120 Ex 2010 334000 23556
2502 533127080 Ex 2010 310000 23556
2503 533128030 Ex 2010 268000 23556
2504 533128090 Ex 2010 262000 23556
2505 533206040 Ex 2010 176400 23556
2506 533208050 Ex 2010 197000 23556
2507 533212100 Ex 2010 151000 23556
2508 533212110 Ex 2010 147400 23556
2509 533212120 Ex 2010 149900 23556
2510 533212130 Ex 2010 144152 23556
2511 533221080 Ex 2010 166000 23556
2512 533223010 Ex 2010 183900 23556
2513 533223080 Ex 2010 165000 23556
2514 533223110 Ex 2010 139000 23556
2515 533241010 Ex 2010 200000 23556
2516 533242030 Ex 2010 221000 23556
2517 533250130 Ex 2010 270000 0
2518 533252020 Ex 2010 165000 23556
2519 533253030 Ex 2010 214000 23556
2520 533253050 Ex 2010 188000 23556
2521 533253090 Ex 2010 190000 23556
2522 533253160 Ex 2010 170000 23556
2523 533350050 Ex 2010 385000 23556
2524 534125210 Ex 2010 146500 23556
2525 534126060 Ex 2010 170000 23556
2526 534127190 Ex 2010 262500 23556
2527 534127270 Ex 2010 179900 23556
2528 534128210 Ex 2010 250000 23556
2529 534129230 Ex 2010 165150 23556
2530 534175100 Ex 2010 164500 23556
2531 534176250 Ex 2010 140000 23556
2532 534201130 Ex 2010 135500 23556
2533 534201230 Ex 2010 142000 23556
2534 534201250 Ex 2010 155000 23556
2535 534201260 Ex 2010 157500 23556
2536 534201280 Ex 2010 138500 23556
2537 534201300 Ex 2010 140000 23556
2538 534202020 Ex 2010 124400 23556
2539 534202180 Ex 2010 158000 23556
2540 534226060 Ex 2010 146000 23556
2541 534250300 Ex 2010 190000 23556
2542 534275010 Ex 2010 136500 23556
2543 534276010 Ex 2010 129900 23556
2544 534276230 Ex 2010 145000 23556
2545 534400120 Ex 2010 185900 23556
2546 534403280 Ex 2010 160000 23556
2547 534403400 Ex 2010 167000 23556
2548 534403440 Ex 2010 157500 23556
2549 534427090 Ex 2010 140000 23556
2550 534428060 Ex 2010 150000 0
2551 534429130 Ex 2010 151500 23556
2552 534430050 Ex 2010 129800 23556
2553 534430110 Ex 2010 137000 23556
2554 534431030 Ex 2010 137000 23556
2555 534451050 Ex 2010 121600 23556
2556 534451120 Gd 2010 85500 23556
2557 534451130 Ex 2010 79900 23556
2558 534453150 Ex 2010 127000 23556
2559 534455080 Ex 2010 161000 23556
2560 534475160 Ex 2010 146500 23556
2561 534476100 Ex 2010 135000 23556
2562 534477030 Ex 2010 137900 23556
2563 534479130 Gd 2010 133000 23556
2564 534479240 Ex 2010 137000 23556
2565 534479300 Ex 2010 121000 23556
2566 535101110 Ex 2010 119000 23556
2567 535103070 Ex 2010 172000 23556
2568 535105160 Ex 2010 98600 23556
2569 535125060 Ex 2010 226000 23556
2570 535150240 Ex 2010 118000 23556
2571 535150300 Ex 2010 235000 23556
2572 535151080 Ex 2010 135000 23556
2573 535151130 Ex 2010 132500 23556
2574 535152070 Ex 2010 143000 23556
2575 535152280 Ex 2010 132000 23556
2576 535176050 Ex 2010 145250 23556
2577 535177100 Ex 2010 162000 23556
2578 535178100 Ex 2010 148000 23556
2579 535179050 Ex 2010 141000 23556
2580 535180020 Ex 2010 153000 23556
2581 535180070 Ex 2010 134450 23556
2582 535301010 Ex 2010 135960 23556
2583 535301150 Ex 2010 156000 23556
2584 535303050 Ex 2010 140000 23556
2585 535304020 Ex 2010 139500 23556
2586 535305120 Ex 2010 155000 23556
2587 535325130 Ex 2010 127000 23556
2588 535325340 Ex 2010 133500 23556
2589 535325350 Ex 2010 125000 23556
2590 535325450 Ex 2010 142000 23556
2591 535325460 Ex 2010 167000 23556
2592 535327210 Ex 2010 159000 23556
2593 535353180 Ex 2010 180000 23556
2594 535354130 Ex 2010 127000 23556
2595 535355100 Ex 2010 112000 23556
2596 535375040 Ex 2010 99800 23556
2597 535376090 Ex 2010 117000 23556
2598 535376100 Ex 2010 108480 23556
2599 535377070 Ex 2010 68000 23556
2600 535377100 Gd 2010 86900 23556
2601 535379100 Ex 2010 120000 23556
2602 535380010 Ex 2010 155500 23556
2603 535380130 Ex 2010 80000 23556
2604 535381060 Ex 2010 105000 23556
2605 535382020 Ex 2010 160000 23556
2606 535382130 Ex 2010 170000 23556
2607 535401140 Ex 2010 160000 23556
2608 535402070 Ex 2010 159950 23556
2609 535402100 Ex 2010 165000 23556
2610 535402220 Ex 2010 159000 23556
2611 535402230 Ex 2010 147000 23556
2612 535403040 Ex 2010 115000 23556
2613 535403150 Ex 2010 159500 23556
2614 535403200 Ex 2010 120000 23556
2615 535404080 Ex 2010 129900 23556
2616 535425040 Ex 2010 183000 23556
2617 535425050 Ex 2010 157500 23556
2618 535425080 Ex 2010 277500 23556
2619 535426195 Ex 2010 207500 23556
2620 535450100 Ex 2010 147500 23556
2621 535450180 Ex 2010 135000 23556
2622 535451190 Ex 2010 109500 23556
2623 535451210 Ex 2010 109900 23556
2624 535453160 Ex 2010 133700 23556
2625 535454030 Ex 2010 81400 23556
2626 535454050 Ex 2010 87500 23556
2627 535454060 Ex 2010 93500 23556
2628 535456010 Ex 2010 119000 23556
2629 535456020 Ex 2010 141000 23556
2630 535457070 Ex 2010 146000 23556
2631 535477060 Ex 2010 155000 23556
2632 535478010 Ex 2010 134500 23556
2633 535478070 Ex 2010 120000 23556
2634 535478090 Ex 2010 105000 23556
2635 535478110 Ex 2010 124000 23556
2636 902100110 Ex 2010 169000 23556
2637 902100130 Ex 2010 107000 23556
2638 902101050 Ex 2010 135000 23556
2639 902103090 Gd 2010 111500 23556
2640 902104020 Ex 2010 156500 23556
2641 902106040 Ex 2010 178000 0
2642 902106090 Ex 2010 139900 23556
2643 902108060 Ex 2010 105000 23556
2644 902109010 Ex 2010 110000 23556
2645 902110120 Gd 2010 111500 23556
2646 902110130 Ex 2010 108000 23556
2647 902111010 Ex 2010 111500 23556
2648 902125020 Ex 2010 124000 0
2649 902128020 Ex 2010 105000 23556
2650 902128100 Ex 2010 116000 23556
2651 902134060 Ex 2010 96900 23556
2652 902204060 Ex 2010 135500 23556
2653 902204120 Ex 2010 139000 23556
2654 902206020 Ex 2010 61500 23556
2655 902206090 Ex 2010 120000 23556
2656 902207080 Ex 2010 126175 23556
2657 902207110 Gd 2010 64000 23556
2658 902301120 Gd 2010 137000 23556
2659 902305090 Ex 2010 87000 23556
2660 902325050 Ex 2010 163000 23556
2661 902325100 Ex 2010 155000 23556
2662 902325160 Ex 2010 79000 23556
2663 902328100 Ex 2010 144000 23556
2664 902329070 Ex 2010 114504 23556
2665 902329090 Ex 2010 157000 23556
2666 902400090 Ex 2010 125000 23556
2667 902400110 Ex 2010 475000 0
2668 902401090 Ex 2010 93500 23556
2669 902406030 Ex 2010 125000 23556
2670 902456015 Gd 2010 64500 23556
2671 903200050 Ex 2010 100000 23556
2672 903202120 Gd 2010 140200 23556
2673 903206160 Ex 2010 202500 23556
2674 903225090 Ex 2010 159000 23556
2675 903229040 Ex 2010 119900 23556
2676 903231070 Ex 2010 114500 23556
2677 903231190 Ex 2010 115000 23556
2678 903231220 Ex 2010 75000 23556
2679 903231240 Ex 2010 88000 23556
2680 903232170 Ex 2010 80500 23556
2681 903233100 Ex 2010 149000 23556
2682 903233220 Ex 2010 110000 23556
2683 903234030 Ex 2010 110500 23556
2684 903235020 Ex 2010 89000 23556
2685 903236200 Ex 2010 113000 23556
2686 903400030 Ex 2010 109000 23556
2687 903425190 Ex 2010 220000 23556
2688 903425340 Ex 2010 129000 23556
2689 903430090 Ex 2010 117000 23556
2690 903430130 Gd 2010 52500 23556
2691 903451050 Gd 2010 107000 23556
2692 903452090 Ex 2010 116500 23556
2693 903454020 Ex 2010 72000 23556
2694 903454080 Ex 2010 119500 23556
2695 903455090 Ex 2010 125500 23556
2696 903456060 Ex 2010 91000 23556
2697 903456090 Ex 2010 84500 23556
2698 903458010 Ex 2010 90000 23556
2699 904100030 Ex 2010 137500 23556
2700 904100090 Ex 2010 150000 23556
2701 904100170 Ex 2010 131000 23556
2702 904101040 Ex 2010 130000 23556
2703 904301410 Ex 2010 125000 23556
2704 904302020 Ex 2010 80000 23556
2705 904302030 Ex 2010 157000 23556
2706 905100030 Ex 2010 148000 23556
2707 905101330 Ex 2010 90000 23556
2708 905101450 Ex 2010 154500 23556
2709 905103130 Ex 2010 153600 23556
2710 905103140 Ex 2010 164500 23556
2711 905103180 Ex 2010 132000 23556
2712 905105010 Ex 2010 142500 23556
2713 905106210 Ex 2010 158000 23556
2714 905107070 Ex 2010 149500 23556
2715 905107220 Ex 2010 165000 23556
2716 905107240 Ex 2010 180000 23556
2717 905107300 Ex 2010 160500 23556
2718 905108090 Ex 2010 156500 23556
2719 905108120 Ex 2010 157000 23556
2720 905200280 Ex 2010 172500 23556
2721 905200290 Ex 2010 155000 23556
2722 905200340 Ex 2010 170000 23556
2723 905200380 Gd 2010 105000 23556
2724 905200490 Ex 2010 145000 23556
2725 905201090 Ex 2010 168000 23556
2726 905202190 Ex 2010 278000 23556
2727 905202210 Ex 2010 164000 23556
2728 905225080 Ex 2010 225000 23556
2729 905300010 Ex 2010 130000 23556
2730 905300080 Ex 2010 142500 23556
2731 905351045 Ex 2010 148400 23556
2732 905351150 Ex 2010 190000 23556
2733 905402110 Ex 2010 146000 23556
2734 905403050 Ex 2010 128000 23556
2735 905426100 Ex 2010 225000 0
2736 905426150 Ex 2010 274970 23556
2737 905427010 Ex 2010 235000 23556
2738 905427030 Ex 2010 415000 23556
2739 905427140 Ex 2010 182000 23556
2740 905451050 Ex 2010 135000 23556
2741 905451410 Ex 2010 137000 23556
2742 905452140 Ex 2010 136900 23556
2743 905452150 Ex 2010 149900 23556
2744 905475150 Ex 2010 123500 23556
2745 905477010 Ex 2010 93000 23556
2746 905480160 Ex 2010 91500 23556
2747 906202040 Ex 2010 180000 23556
2748 906204180 Ex 2010 209000 0
2749 906223180 Ex 2010 215000 23556
2750 906225180 Ex 2010 224500 23556
2751 906380110 Ex 2010 229800 23556
2752 906380150 Ex 2010 183600 23556
2753 906380170 Ex 2010 194000 23556
2754 906380180 Ex 2010 193879 23556
2755 906382030 Ex 2010 221500 23556
2756 906382040 Ex 2010 204900 23556
2757 906382050 Ex 2010 239799 23556
2758 906392090 Ex 2010 233555 23556
2759 906392100 Ex 2010 260000 23556
2760 906392120 Ex 2010 294900 0
2761 906394010 Ex 2010 209700 23556
2762 906394040 Ex 2010 225000 23556
2763 906394060 Ex 2010 181000 23556
2764 906420020 Ex 2010 220000 23556
2765 906426090 Ex 2010 190000 23556
2766 906475050 Ex 2010 180000 23556
2767 906475200 Ex 2010 280000 23556
2768 906476140 Ex 2010 158900 23556
2769 907125020 Ex 2010 148000 23556
2770 907125080 Ex 2010 145000 23556
2771 907130110 Ex 2010 187000 23556
2772 907131070 Ex 2010 193000 23556
2773 907135230 Ex 2010 156000 23556
2774 907175030 Ex 2010 235000 23556
2775 907175060 Ex 2010 217000 23556
2776 907180120 Ex 2010 214000 23556
2777 907181090 Ex 2010 196000 23556
2778 907187010 Ex 2010 217000 23556
2779 907192010 Ex 2010 200000 23556
2780 907194130 Ex 2010 192500 23556
2781 907196020 Ex 2010 205000 23556
2782 907200170 Ex 2010 132500 23556
2783 907201160 Ex 2010 157500 23556
2784 907201230 Ex 2010 174000 23556
2785 907202140 Ex 2010 128500 23556
2786 907203010 Ex 2010 128500 23556
2787 907203040 Ex 2010 149900 23556
2788 907227090 Ex 2010 119900 23556
2789 907230240 Ex 2010 137000 23556
2790 907251100 Ex 2010 255000 23556
2791 907252050 Ex 2010 222000 23556
2792 907254050 Ex 2010 214000 23556
2793 907255010 Ex 2010 220000 23556
2794 907255050 Ex 2010 275000 23556
2795 907262080 Ex 2010 197000 23556
2796 907265030 Ex 2010 230000 23556
2797 907270050 Ex 2010 268500 23556
2798 907275030 Ex 2010 210900 23556
2799 907285010 Ex 2010 227000 23556
2800 907285100 Ex 2010 237000 23556
2801 907290020 Ex 2010 274300 23556
2802 907290080 Ex 2010 216837 23556
2803 907290160 Ex 2010 133000 23556
2804 907290230 Ex 2010 155900 23556
2805 907290260 Ex 2010 233230 23556
2806 907401050 Ex 2010 207000 23556
2807 907401080 Ex 2010 195000 23556
2808 907405030 Ex 2010 200000 23556
2809 907410040 Ex 2010 203160 23556
2810 907410100 Ex 2010 195800 23556
2811 907410110 Ex 2010 212900 23556
2812 907412010 Ex 2010 196500 23556
2813 907414040 Ex 2010 198000 23556
2814 907418020 Ex 2010 173900 23556
2815 907420070 Ex 2010 163990 23556
2816 907420090 Ex 2010 164990 23556
2817 908102020 Ex 2010 98000 23556
2818 908102320 Gd 2010 149900 23556
2819 908102330 Ex 2010 102000 23556
2820 908103310 Ex 2010 127500 23556
2821 908103320 Ex 2010 127500 23556
2822 908127050 Ex 2010 119900 23556
2823 908128100 Ex 2010 196500 23556
2824 908130020 Ex 2010 117250 23556
2825 908178050 Ex 2010 229000 23556
2826 908186060 Ex 2010 145000 23556
2827 908186070 Ex 2010 140000 23556
2828 908186090 Ex 2010 142500 23556
2829 908188110 Ex 2010 134000 23556
2830 908188120 Ex 2010 130000 23556
2831 908188130 Ex 2010 130000 23556
2832 908188140 Ex 2010 137500 23556
2833 908188150 Ex 2010 130000 23556
2834 908225180 Ex 2010 97900 23556
2835 908227010 Ex 2010 92000 23556
2836 908227030 Ex 2010 107000 23556
2837 908227040 Ex 2010 81000 23556
2838 908228040 Ex 2010 104900 23556
2839 908275220 Ex 2010 115000 23556
2840 908275290 Ex 2010 125000 23556
2841 909101050 Gd 2010 116000 23556
2842 909101080 Ex 2010 83000 23556
2843 909101190 Ex 2010 118500 23556
2844 909101330 Ex 2010 35000 23556
2845 909103020 Ex 2010 121000 23556
2846 909131125 Ex 2010 160000 23556
2847 909175030 Ex 2010 140000 23556
2848 909176180 Gd 2010 137000 23556
2849 909201180 Ex 2010 128000 23556
2850 909250070 Ex 2010 160000 23556
2851 909250120 Ex 2010 138887 23556
2852 909250200 Ex 2010 149000 23556
2853 909250210 Ex 2010 102000 23556
2854 909253080 Ex 2010 167000 23556
2855 909254070 Ex 2010 200100 23556
2856 909256010 Ex 2010 131000 23556
2857 909256020 Ex 2010 112000 23556
2858 909275230 Ex 2010 140000 23556
2859 909275250 Ex 2010 195000 23556
2860 909276010 Ex 2010 230000 23556
2861 909276070 Ex 2010 194000 23556
2862 909279040 Gd 2010 137500 23556
2863 909280030 Ex 2010 250000 23556
2864 909280070 Ex 2010 218000 23556
2865 909281010 Ex 2010 239000 23556
2866 909282060 Ex 2010 199500 23556
2867 909282110 Ex 2010 210000 23556
2868 909425120 Ex 2010 230000 0
2869 909425180 Ex 2010 217500 23556
2870 909426060 Ex 2010 257000 23556
2871 909428110 Ex 2010 157000 23556
2872 909475020 Ex 2010 223000 23556
2873 910200020 Ex 2010 102000 23556
2874 910200060 Ex 2010 145400 23556
2875 910203100 Ex 2010 72000 23556
2876 910203230 Gd 2010 85000 23556
2877 910207110 Ex 2010 106500 23556
2878 910226060 Ex 2010 139000 23556
2879 911175360 Ex 2010 108000 23556
2880 911175410 Ex 2010 51689 23556
2881 911175430 Ex 2010 35311 23556
2882 911175440 Ex 2010 115000 23556
2883 911225110 Ex 2010 78000 23556
2884 911370430 Ex 2010 375000 0
2885 911370530 Ex 2010 300000 23556
2886 913350030 Gd 2010 242500 23556
2887 914452060 Ex 2010 145000 23556
2888 914474020 Ex 2010 209000 23556
2889 914476050 Ex 2010 135000 23556
2890 914476130 Ex 2010 148000 23556
2891 914476500 Ex 2010 171000 23556
2892 916225130 Ex 2010 335000 23556
2893 916252170 Ex 2010 230000 23556
2894 916325040 Ex 2010 250764 23556
2895 916326010 Ex 2010 228000 23556
2896 916402125 Ex 2010 176000 23556
2897 916403020 Ex 2010 180000 23556
2898 916403130 Ex 2010 250000 23556
2899 916460070 Ex 2010 202000 23556
2900 916475100 Ex 2010 312500 23556
2901 916477010 Ex 2010 320000 23556
2902 921205030 Ex 2010 369900 23556
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66453.60 69989.05 23556 -20020.55843
64450.19 61913.92 23556 -26092.26378
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187159.42 187697.68 23556 -23017.74091
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165348.18 166376.56 23556 -22527.61452
136609.22 134843.22 23556 -25322.00411
117056.32 114838.58 23556 -25773.74091
179172.94 180942.30 23556 -21786.63619
223690.87 225837.11 23556 -21409.75503

Some notes on recommended renovations: - In general, remodeling costs exceed marginal increases in sales price under our model (i.e., it’s not worth it). - Replacing the roof does not seem to be a good investment, as it does not result in predicted sales that justify the costs (because of the relatively small coefficient of the relevant predictors). - Realtors famously say the three most important factors in home purchasing are “location, location, and location”, which is not surprising based on these results. All of these renovations don’t change some of the underlying features of the neighborhood and site, which is why we see the value of renovations remaining pretty marginal.